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Agent-readable comparison

Microsoft Copilot vs Mistral Vibe

Published by onAI. onAI also sells one of the products compared here. Findings about other products link to public sources so you can check them; statements about onAI are marked as stated by onAI.

This comparison has 44 criteria with sourced findings for both products, including 44 that a second agent cross-checked for both. 49 criteria have a sourced finding for at least one product. "Sourced" findings passed publication validation: they are scoped, fresh and cite public resolved sources. "Agent cross-checked" findings also received a separate agent source pass, not necessarily a hands-on test. "Stated by onAI" marks the publisher's own statements about its product (evidence type vendor-statement), which cite no third-party source. Humans approve the rubric, templates and generator; they do not review every finding. No winner is declared. A missing sourced finding is not evidence that a capability is absent.

Same facts as Markdown and JSON. Methodology.

Models

MOD-01 Model catalogue and providers

Judgment rule: List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan.

Microsoft Copilot

Agent cross-checked Support: partial

Commercial PowerPoint editing offers Auto, ChatGPT and Claude; this is not a catalogue for every Copilot chat or agent.

Availability: generally-available · Delivery: native
Scope: surfaces=Copilot in Microsoft 365 apps and Teams; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Commercial Microsoft Copilot subscription: PowerPoint editing mode only; add_ons=Eligible Microsoft 365/PowerPoint subscription, Commercial Microsoft Copilot subscription, Anthropic subprocessor enabled by the enterprise administrator for Claude; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Scope is commercial PowerPoint editing, with regional/subscription availability limits; no tenant picker or multimodal fixture was observed.
  • Cowork and Studio roadmap launches are separate experiences and are excluded from this current-model finding.
  • providers Which model providers are available? [supported]: PowerPoint editing names OpenAI ChatGPT and Anthropic Claude; the enterprise administrator must enable Anthropic before Claude appears. Sources: microsoft-copilot:ms-ppt-model-r2.
  • current_models Which current models are selectable on this plan? [partial]: This PowerPoint selector names ChatGPT and Claude, without versioned build IDs. GPT-6 Astra/Fable roadmap entries for Cowork/Studio do not establish PowerPoint or standalone Chat availability. Sources: microsoft-copilot:ms-ppt-model-r2.
  • user_choice Can users pick the model per chat? [supported]: In PowerPoint editing mode, the user chooses Auto, ChatGPT or Claude; the choice resets to Auto after the session. Sources: microsoft-copilot:ms-ppt-model-r2.
  • auto_routing Does the product route between models automatically, and is the chosen model shown? [partial]: PowerPoint Auto chooses a model; exact routed version and routing rationale are not established by this guide. Sources: microsoft-copilot:ms-ppt-model-r2.
  • multimodal_input Which models accept images, audio or files? [unknown]: Per-model image/audio/file modalities and a separate plan-specific standalone Chat picker remain unverified after reviewing PowerPoint selection and commercial model documentation.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-ppt-model-r2.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Dated release information exists; a comparable three-release lag series remains unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: 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]: What was the lag for each of the last three major releases, per provider? Unverified after checking Microsoft release notes and AI at Work Roadmap; exact provider GA dates were not paired with three product release dates per provider.
  • changelog Is there a dated public model changelog? [supported]: Microsoft publishes dated product release notes and roadmap launches. Sources: microsoft-copilot:ms-release, microsoft-copilot:ms-roadmap.
  • deprecation_notice How much notice is given before a model is removed? [unknown]: How much notice is given before a model is removed? Unverified after checking Microsoft release notes and AI at Work Roadmap; exact provider GA dates were not paired with three product release dates per provider.
  • version_pinning Can an admin keep an older model version? [unknown]: Can an admin keep an older model version? Unverified after checking Microsoft release notes and AI at Work Roadmap; exact provider GA dates were not paired with three product release dates per provider.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-release, microsoft-copilot:ms-roadmap.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

No public information found Support: not-published

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

Mistral Vibe

No public information found Support: not-published

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

MOD-04 Local and self-hosted models

Judgment rule: Record support for models running in the customer's environment (vLLM, Ollama, TGI or similar) and which features work with them: chat, RAG, tools, embeddings. Distinguish a documented, supported route from a generic endpoint that happens to work.

Microsoft Copilot

No public information found Support: not-published

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

Mistral Vibe

No public information found Support: not-published

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

MOD-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.

Microsoft Copilot

Agent cross-checked Support: partial

Provider-level access and mode selection are documented; detailed quota and group tests remain open.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • No two-group model restriction test was performed.
  • model_allowlist_by_group Can admins limit models per group? [partial]: Admins select No users, All users or specific users/groups for Anthropic; this is provider-level rather than arbitrary per-model policy. Sources: microsoft-copilot:ms-anthropic.
  • data_bound_models Can admins restrict which models receive connector or knowledge content? [unknown]: Can admins restrict which models receive connector or knowledge content? Unverified after checking Microsoft Copilot privacy, commercial pricing, connector documentation, Agent Builder, and dated release notes on 2026-10-21; no licensed test tenant.
  • default_model Can admins set the default model? [unknown]: Can admins set the default model? Unverified after checking Microsoft Copilot privacy, commercial pricing, connector documentation, Agent Builder, and dated release notes on 2026-10-21; no licensed test tenant.
  • user_limits What per-user message or token limits apply, and are they published? [partial]: Chat provides standard access while paid Copilot has priority; numerical chat/token entitlements are not established here. Sources: microsoft-copilot:ms-price-us.
  • limit_behaviour What happens when a limit is reached? [unknown]: What happens when a limit is reached? Unverified after checking Microsoft Copilot privacy, commercial pricing, connector documentation, Agent Builder, and dated release notes on 2026-10-21; no licensed test tenant.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-anthropic, microsoft-copilot:ms-price-us.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Documented upload formats and limits are available; fixture fidelity remains untested.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: ocr, spreadsheets, full_vs_chunked.
  • formats Which formats are accepted? [supported]: PDF, DOCX, XLSX, PPTX; PNG/JPEG/PJP/JFIF; TXT/TEXT/JSON/CSV/MD. Sources: microsoft-copilot:ms-upload.
  • limits What size and count limits apply per file and chat? [supported]: Up to 20 files per conversation and 50 MB per file in the cited all-experiences support article. Sources: microsoft-copilot:ms-upload.
  • ocr Are scanned PDFs read? [unknown]: Are scanned PDFs read? Unverified after checking File upload in Microsoft Copilot; the long PDF, scanned contract, formula workbook and presentation fixtures were not run.
  • spreadsheets Are Excel tables read with structure intact? [unknown]: Are Excel tables read with structure intact? Unverified after checking File upload in Microsoft Copilot; the long PDF, scanned contract, formula workbook and presentation fixtures were not run.
  • full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [unknown]: Is the whole file used or only retrieved parts, and does the user see which? Unverified after checking File upload in Microsoft Copilot; the long PDF, scanned contract, formula workbook and presentation fixtures were not run.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-upload.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Notebooks persist references and instructions, with plan-dependent reference limits.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Read each atomic answer for its plan, access and feature limits.
  • persistent_collections Can users keep document collections across chats? [supported]: Copilot Notebooks retain selected reference collections. Sources: microsoft-copilot:ms-notebooks.
  • sharing_scope Can collections be shared with users, groups or the whole organisation? [partial]: Notebooks can be shared for collaborative editing; full user/group/organization sharing matrix was not verified. Sources: microsoft-copilot:ms-notebook-instructions.
  • size_limits What are the collection limits? [supported]: Chat notebook grounding uses up to 50 references; paid grounding uses up to 300, with broader supported entities. Sources: microsoft-copilot:ms-notebooks.
  • assistant_binding Can collections be bound to an assistant? [partial]: Agent Builder can bind SharePoint and connector knowledge; independent notebook-to-agent binding was not verified. Sources: microsoft-copilot:ms-builder.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-notebooks, microsoft-copilot:ms-notebook-instructions, microsoft-copilot:ms-builder.

Mistral Vibe

No public information found Support: not-published

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

KNOW-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).

Microsoft Copilot

Agent cross-checked Support: partial

Paid Copilot grounding supports synced and federated external sources; metered Copilot Chat agents have a narrower route.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Paid Microsoft Copilot add-on (Microsoft 365 Copilot in licensing docs), or Microsoft 365 E7; commercial tenant. Synced-data metered Chat agents are a separately identified route, not paid-work-chat parity.; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • This is not a blanket connector entitlement for included Copilot Chat. The licence matrix permits Studio/pay-as-you-go synced data in agents only and excludes federation.
  • External-service subscriptions/permissions and connector-specific regional rollout remain prerequisites.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-privacy, microsoft-copilot:ms-connector-license-r2, microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-personal-sync-r2, microsoft-copilot:ms-custom-mcp-r2.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft documents source-permission controls; the required restricted-document test was not run.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Paid Microsoft Copilot add-on (Microsoft 365 Copilot in licensing docs), or Microsoft 365 E7; commercial tenant. Synced-data metered Chat agents are a separately identified route, not paid-work-chat parity.; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • All positive permission findings use the paid work-grounding route, not included Copilot Chat. Purview/SAM require their applicable entitlements.
  • No two-user restricted-document or revocation test; connector disable propagation is not proof of source-ACL revocation timing.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-privacy, microsoft-copilot:ms-connector-license-r2, microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-setup, microsoft-copilot:ms-dlp.

Mistral Vibe

No public information found Support: not-published

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

KNOW-05 Freshness and sync model

Judgment rule: Record live (federated) search versus a copied index, sync interval, deletion propagation, and where the index is stored. Edit and delete one fixture document and record when answers change. A copied index adds storage location to DATA-01.

Microsoft Copilot

Agent cross-checked Support: partial

Both copied Graph indexes and live MCP federation are documented.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Paid Microsoft Copilot add-on (Microsoft 365 Copilot in licensing docs), or Microsoft 365 E7; commercial tenant. Synced-data metered Chat agents are a separately identified route, not paid-work-chat parity.; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Copilot Chat without the add-on is not included as a general indexed/federated grounding entitlement.
  • No edit/delete propagation fixture; self-serve Confluence/Jira remains limited preview.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2, microsoft-copilot:ms-personal-sync-r2.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Source links are documented; retrieval quality and cross-language accuracy remain unmeasured.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Paid Microsoft Copilot/E7 connector-grounded responses only; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Documented citations apply to the licensed connector-grounding route; no equivalent included-Chat entitlement or measured citation accuracy is claimed.
  • No DE/FR/EN grounding, cross-language, unanswerable-question or restricted-document fixture was run.
  • citations Are answers linked to specific sources? [supported]: For licensed Copilot connector-grounded responses, Microsoft documents source citations and links to referenced external items. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-connector-license-r2.
  • citation_accuracy Do the cited passages support the answer? [unknown]: Do the cited passages support the answer? Unverified after checking connector response documentation; no shared DE/FR/EN corpus or answer set was executed.
  • cross_language Does a question in one language find documents in another? [unknown]: Does a question in one language find documents in another? Unverified after checking connector response documentation; no shared DE/FR/EN corpus or answer set was executed.
  • no_answer_behaviour Does it say when the corpus has no answer? [unknown]: Does it say when the corpus has no answer? Unverified after checking connector response documentation; no shared DE/FR/EN corpus or answer set was executed.
  • observed_accuracy How many of the question set were answered correctly? [unknown]: How many of the question set were answered correctly? Unverified after checking connector response documentation; no shared DE/FR/EN corpus or answer set was executed.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-connector-license-r2.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Saved memory, history-based personalization and instructions have user controls.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: admin_memory_controls.
  • Read each atomic answer for its plan, access and feature limits.
  • custom_instructions Can users set persistent instructions? [supported]: Users set personal instructions; notebooks have their own instructions. Sources: microsoft-copilot:ms-memory, microsoft-copilot:ms-notebook-instructions.
  • cross_chat_memory Does the product remember facts across chats? [supported]: Enabled memory stores preferences and can use prior-chat inferences; work insights depend on plan. Sources: microsoft-copilot:ms-memory.
  • user_memory_controls Can users view, edit and delete memories? [partial]: Users can inspect what Copilot knows, ask it to forget details and use temporary chat. Complete saved-memory editing behavior was not tested. Sources: microsoft-copilot:ms-memory.
  • admin_memory_controls Can admins turn memory off? [unknown]: Can admins turn memory off? Unverified after checking personalization documentation and Copilot management; organization-wide memory policy behavior not independently established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-memory, microsoft-copilot:ms-notebook-instructions.

Mistral Vibe

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.

Checked ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Agent Builder and the agent catalogue cover shared assistants; external actions need a different authoring route.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Microsoft Copilot Chat web app, Copilot Studio extension and agent builder, separate licensing where stated; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Read each atomic answer for its plan, access and feature limits.
  • create_assistants Can users create assistants with instructions, knowledge and tools? [partial]: Agent Builder combines instructions and selected knowledge; external action authoring requires Copilot Studio. Sources: microsoft-copilot:ms-builder.
  • creator_permissions Can admins limit who creates them? [supported]: Admins control whether users can access Agent Builder. Sources: microsoft-copilot:ms-builder.
  • sharing_scope Can assistants be shared with users, groups or everyone? [partial]: Agent links can be shared; the complete user/group/organization permission matrix was not checked. Sources: microsoft-copilot:ms-agents.
  • catalogue Is there an internal assistant directory? [supported]: The app lists prebuilt, shared and organization agents. Sources: microsoft-copilot:ms-agents.
  • prompt_library Are shared prompt templates available? [supported]: The commercial page links Copilot Prompt Gallery. Sources: microsoft-copilot:ms-price-us.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-builder, microsoft-copilot:ms-agents, microsoft-copilot:ms-price-us.

Mistral Vibe

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.

Checked ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Paid Copilot documents authenticated MCP tools and conditional writes; the October16 detailed guide supersedes the older generic read-only rollout description.

Availability: unknown · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Copilot Studio extension and agent builder, separate licensing where stated; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Paid Microsoft Copilot/E7 federated connectors and paid Copilot Agent Builder; Studio is only the separately licensed extension route; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Reconciliation: October6 overview retains read-only/early-October text; October16 detailed federation/setup pages explicitly document writes. The current finding is conditional protocol behavior, with actual tenant write availability unknown.
  • Researcher has an explicit read-only boundary. No external call, approval or access-boundary fixture was executed.
  • builtin_tools Which tools are built in? [supported]: Paid experiences include Researcher, Analyst and Facilitator. Sources: microsoft-copilot:ms-price-us.
  • custom_actions Can admins add API actions? [partial]: Agent Builder directs authored external-action scenarios to Copilot Studio. Separately, paid federated MCP connectors can expose create/update/delete tools where supplied by the publisher. Sources: microsoft-copilot:ms-builder, microsoft-copilot:ms-custom-mcp-r2, microsoft-copilot:ms-federated-r2.
  • mcp_client Can it use remote MCP servers, and with what admin control? [supported]: Custom federation accepts a remote MCP server with search/fetch/query and optional create/update/delete tools. Federation requires the querying user's paid add-on/E7; Studio/pay-as-you-go alone is insufficient. Sources: microsoft-copilot:ms-custom-mcp-r2, microsoft-copilot:ms-connector-license-r2.
  • tool_auth Do tools act as the user or as a shared account? [supported]: Federated authenticated tools use OAuth/source-user identity and source permissions. Tenant User access, publisher controls and staged rollout also apply. Sources: microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-custom-mcp-r2.
  • tool_approval Can admins approve or block tools, and can users confirm actions before they run? [partial]: Where a connector supplies writes, October16 docs require initial explicit approval with per-tool Allow once/conversation/Always allow settings. Researcher remains read-only. The Coming soon label concerns the admin Tools list. Sources: microsoft-copilot:ms-federated-r2.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-builder, microsoft-copilot:ms-custom-mcp-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2.

Mistral Vibe

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.

Checked ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: supported

Web search is policy-controlled and uses Bing outside the Microsoft 365 search-query boundary.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

  • web_search Is web search available? [supported]: Chat can ground answers in web search. Sources: microsoft-copilot:ms-chat-privacy.
  • admin_toggle Can admins disable it per organisation or group? [supported]: Allow web search can target the tenant, groups or users. Sources: microsoft-copilot:ms-manage.
  • search_provider Which search provider handles queries, and where? [supported]: Bing receives generated queries under separate data-handling terms; those queries are outside EUDB. Sources: microsoft-copilot:ms-chat-privacy.
  • deep_research Is multi-step research with a report available? [supported]: Researcher is included in paid Copilot; a report fixture was not run. Sources: microsoft-copilot:ms-price-us.
  • web_citations Are web sources cited? [supported]: Responses include web citations and show generated query details for 24 hours. Sources: microsoft-copilot:ms-chat-privacy.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-chat-privacy, microsoft-copilot:ms-manage, microsoft-copilot:ms-price-us.

Mistral Vibe

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.

Checked ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Paid Copilot schedules prompts; advanced workflow authoring has separate Studio dependencies.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Copilot Studio extension and agent builder, separate licensing where stated; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: event_triggers.
  • Read each atomic answer for its plan, access and feature limits.
  • workflow_builder Is there a workflow or chain builder? [partial]: Agent Builder directs low-code actions and workflows to Copilot Studio. Sources: microsoft-copilot:ms-builder.
  • scheduled_tasks Can prompts or assistants run on a schedule? [supported]: Paid users can create up to ten scheduled prompts and manage their recurrence. Sources: microsoft-copilot:ms-schedule.
  • event_triggers Can external events start a workflow? [unknown]: Can external events start a workflow? Unverified after checking scheduled prompt and Agent Builder documentation; external-event trigger availability was not scoped.
  • builder_audience Is building aimed at business users, IT or developers? [supported]: Agent Builder uses natural-language configuration; Studio is the low-code extension route. Sources: microsoft-copilot:ms-builder.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-builder, microsoft-copilot:ms-schedule.

Mistral Vibe

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.

Checked ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Cowork documents multi-step tool execution with visible progress and user controls.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Paid Microsoft Copilot with Cowork enabled; add_ons=Qualifying Microsoft 365 licence, Enabled usage-based Cowork billing; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Documented behavior only; no three-document/email fixture or interventions were observed.
  • agent_mode Is there an agent mode for multi-step tasks? [supported]: Cowork handles multi-step work with enabled usage billing and a paid licence. Sources: microsoft-copilot:ms-cowork.
  • visible_steps Are steps and tool calls shown? [supported]: The interface exposes skill messages and tool steps. Sources: microsoft-copilot:ms-cowork.
  • side_effect_confirmation Must the user confirm actions with side effects? [supported]: Side effects require approval; users can allow similar actions for the current session. Sources: microsoft-copilot:ms-cowork.
  • stop_control Can the user stop a running task? [supported]: Users can pause immediately or after the current step, resume or cancel. Sources: microsoft-copilot:ms-cowork.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-cowork.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

The Chat API and the Work IQ API public preview are separate programmable routes.

Availability: beta · Delivery: native
Scope: surfaces=Microsoft Copilot Chat API preview, Work IQ API public preview, MCP/A2A/REST; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Chat API preview requires the paid Copilot add-on per calling user; Work IQ MCP public-preview prerequisites unverified; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • API preview terms apply. This is a distinct API surface, not included Copilot Chat or an assertion of interactive/API feature parity. No API call was executed.
  • Work IQ MCP is a roadmap-described public preview; no endpoint or API was invoked.
  • chat_api Is there an API for chat and assistants? [partial]: The preview text API is included for paid-add-on users; unlicensed users are explicitly excluded. It supports work/web grounding but not code interpreter, graphic art, action skills or long-running tasks. Sources: microsoft-copilot:ms-chat-api-r2.
  • knowledge_api Can documents be loaded through an API? [partial]: Separately configured synced content can be ingested through Graph connector APIs for licensed grounding; this does not establish a complete workspace knowledge-management API. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-connector-license-r2.
  • api_governance Do audit, budgets and model rules apply to API use? [partial]: The Chat API retains source-permission/compliance boundaries; full budget/audit parity was not independently tested. Sources: microsoft-copilot:ms-chat-api-r2.
  • mcp_server Does the product expose itself to other agents over MCP? [partial]: Microsoft advertises Work IQ API public preview with MCP, A2A and REST access to work context. Endpoint, authentication and plan details were not verified; this does not make the separate Copilot Chat API an MCP server. Sources: microsoft-copilot:microsoft-copilot:r4-roadmap-work-iq.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:ms-chat-api-r2, microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-connector-license-r2, microsoft-copilot:microsoft-copilot:r4-roadmap-work-iq.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Web and native access are documented, with authoring gaps on mobile.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Windows MDM deployment is documented; full mobile deployment/configuration parity was not tested.
  • web Is a full web client available? [supported]: The browser client is available for paid Copilot and Copilot Chat. Sources: microsoft-copilot:ms-price-us.
  • desktop_apps Windows and macOS apps? [supported]: Cowork documentation lists Windows and macOS Copilot clients. Sources: microsoft-copilot:ms-cowork.
  • mobile_apps iOS and Android apps with SSO? [partial]: Cowork lists iPhone and Android apps under the licensed account; mobile SSO was not trialled. Sources: microsoft-copilot:ms-cowork.
  • browser_extension Is there a browser extension or sidebar? [partial]: Copilot is available in the Edge sidebar; this does not establish a separate third-party browser extension. Sources: microsoft-copilot:ms-chat-usage.
  • managed_deployment Can IT deploy and configure clients through MDM? [supported]: For Windows, IT can distribute the Copilot executable through Intune, Configuration Manager, Group Policy or another MDM and control automatic installation. EEA, government and channel exclusions apply to automatic installation; full mobile policy parity was not tested. Sources: microsoft-copilot:microsoft-copilot:r4-mdm-deployment.
  • client_feature_gaps Which features are missing on mobile? [partial]: Agent Builder is unavailable on mobile; other feature differences vary by release. Sources: microsoft-copilot:ms-builder.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-cowork, microsoft-copilot:ms-chat-usage, microsoft-copilot:ms-builder, microsoft-copilot:microsoft-copilot:r4-mdm-deployment.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

The paid offering works inside Microsoft 365 apps; Chat has narrower contextual access.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: google_workspace_apps.
  • word_excel_powerpoint Does it work inside Word, Excel and PowerPoint? [supported]: Paid Copilot is integrated in Word, Excel and PowerPoint; Chat open-content interactions are narrower. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-chat-privacy.
  • outlook Does it work inside Outlook? [supported]: Chat in Outlook can use the user mailbox/calendar and a limited set of accessible files. Sources: microsoft-copilot:ms-chat-privacy.
  • teams Is there a Teams app or bot? [supported]: Paid Copilot includes Teams; the Chat entry point also appears in Teams. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-chat-usage.
  • google_workspace_apps Does it work inside Docs, Sheets or Gmail? [unknown]: Does it work inside Docs, Sheets or Gmail? Unverified after checking pricing, Chat organizational-data and deployment documentation; native Google Workspace editing integrations not established.
  • licence_prerequisites Which licences or consents are needed? [supported]: Paid Copilot requires an eligible M365 base licence; compliance capabilities may need further entitlements. Sources: microsoft-copilot:ms-setup.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-chat-privacy, microsoft-copilot:ms-chat-usage, microsoft-copilot:ms-setup.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Copilot Chat can translate referenced document text and accept tone/audience instructions. Format-preserving Word Translator and SharePoint glossary translation are separately scoped workflows.

Availability: generally-available · Delivery: native
Scope: surfaces=Copilot in Microsoft 365 apps and Teams, Microsoft Copilot paid work chat; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Commercial Microsoft Copilot add-on for Word writing examples; general work-chat prompts where the support guide explicitly applies; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Copilot’s prompted translation does not establish preserved page/table layout or a managed corporate glossary.
  • Word Translator is a separate base-app command; SharePoint/OneDrive glossary translation is separately metered document processing requiring Azure billing and permissions.
  • No shared translation/glossary/Swiss-language fixture or complete dedicated-engine specification was verified.
  • document_translation Can whole documents be translated with formatting kept? [partial]: Copilot Chat documents translation of attached or referenced file content. Microsoft separately documents Word Translator creating a formatted translated copy; that is a Word command, not a Copilot Chat formatting guarantee. No DE-to-FR/IT layout fixture was run. Sources: microsoft-copilot:microsoft-copilot:r5-chat-translation, microsoft-copilot:microsoft-copilot:r5-word-translation-boundary.
  • translation_engine Which engine translates? [unknown]: Unresolved on 2026-10-26. Re-read https://support.microsoft.com/en-us/microsoft-365-copilot/translate-files-into-another-language-in-microsoft-365-copilot-chat and https://word.cloud.microsoft/create/en/blog/how-to-translate-documents-in-word/ . The latter identifies Word Translator as a separate formatting-preserving command and Copilot as a drafting/rewriting route, but does not specify a dedicated Copilot translation engine/model contract. No engine was inferred from the separate Word/SharePoint services.
  • glossaries Are company glossaries supported? [unknown]: Unresolved on 2026-10-26. Re-read the Copilot translation support page and https://learn.microsoft.com/en-us/microsoft-365/documentprocessing/translation-glossary?view=o365-worldwide plus https://learn.microsoft.com/en-us/microsoft-365/documentprocessing/syntex-azure-billing?view=o365-worldwide . SharePoint supports glossary files in separately metered document processing; a maintained glossary enforced by Copilot Chat/Word prompts or included with a Copilot seat was not established. No glossary fixture was run.
  • formality_and_variants Can formality and regional variants (de-CH) be set? [partial]: Official Copilot examples accept tone/style/country and region-specific wording instructions, including refining translated Word content. A deterministic de-CH preset, terminology enforcement and dialect-quality result were not established. Sources: microsoft-copilot:microsoft-copilot:r5-chat-translation, microsoft-copilot:microsoft-copilot:r5-word-translation-boundary.
  • writing_tools Are dedicated rewrite and proofreading tools available? [partial]: The direct support guide documents drafting from prompts and Word paragraph rewriting; work-data-grounded prompts require the commercial Copilot subscription. Sources: microsoft-copilot:ms-writing-r2.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:ms-writing-r2, microsoft-copilot:microsoft-copilot:r5-chat-translation, microsoft-copilot:microsoft-copilot:r5-word-translation-boundary, microsoft-copilot:microsoft-copilot:r5-sharepoint-translation, microsoft-copilot:microsoft-copilot:r5-sharepoint-glossary, microsoft-copilot:microsoft-copilot:r5-sharepoint-metering.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Image generation and an administrator restriction are documented. General output ownership terms apply; editing and image-model-specific rights remain incomplete.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Image editing remains unverified.
  • Administrator image-generation controls are documented; full image-model-specific output rights remain unverified.
  • image_generation Can users generate images, with which models? [partial]: Create/image generation appears in Chat and paid offerings; the current image-model mapping was not established. Sources: microsoft-copilot:ms-price-us.
  • image_editing Can users edit uploaded images? [unknown]: Can users edit uploaded images? Unverified after checking Copilot commercial comparison and release notes; current editing, model-specific cost, image policy and output licence terms not fully retrieved.
  • admin_control Can admins restrict image generation? [supported]: An authorized administrator can allow or prevent supported image generation under Copilot Settings. Availability depends on the tenant licence, enabled features and rollout; group-level behavior was not tested. Sources: microsoft-copilot:microsoft-copilot:r4-image-admin.
  • usage_terms What usage rights apply to output? [partial]: The commercial Generative AI Product Terms treat output as Customer Data and state Microsoft does not own it. A complete image-model-specific rights or third-party restriction matrix was not verified. Sources: microsoft-copilot:microsoft-copilot:r4-online-service-terms.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:microsoft-copilot:r4-image-admin, microsoft-copilot:microsoft-copilot:r4-online-service-terms.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Work-account dictation, read-aloud and live voice are documented with availability limits.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: meeting_summaries, swiss_german_speech.
  • Read each atomic answer for its plan, access and feature limits.
  • dictation Can users dictate prompts? [supported]: Work/school dictation sends speech to Microsoft for transcription without retaining dictation audio. Sources: microsoft-copilot:ms-voice.
  • read_aloud Can answers be read aloud? [supported]: Read-aloud uses client-side text-to-speech. Sources: microsoft-copilot:ms-voice.
  • voice_conversation Is a live voice mode available? [partial]: Live voice is documented for work/school accounts, subject to subscription and region; feedback audio is removed after 48 hours. Sources: microsoft-copilot:ms-voice.
  • meeting_summaries Are meetings transcribed and summarised? [unknown]: Are meetings transcribed and summarised? Unverified after checking Copilot Voice and work-language pages; meeting transcription prerequisites and Swiss German dialect recognition not tested or established.
  • swiss_german_speech Is Swiss German speech recognised? [unknown]: Is Swiss German speech recognised? Unverified after checking Copilot Voice and work-language pages; meeting transcription prerequisites and Swiss German dialect recognition not tested or established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-voice.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Python execution and downloadable Office files are documented.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Paid Microsoft Copilot with code interpreter/eligible Agent Builder agents; generated Word/Excel/PowerPoint files as documented for Chat; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • No analysis entitlement is inferred for every included-Chat client. Scope uses the paid Copilot code path explicitly named by the security architecture.
  • No spreadsheet/formula or editable-PowerPoint fixture was run. Notebook instruction sharing is not counted as an output canvas.
  • data_analysis Can it analyse spreadsheets with executed code? [supported]: In the paid Copilot/eligible agent code-interpreter path, LLM-generated Python runs in isolated Azure VMs with no network traffic. Sources: microsoft-copilot:ms-code-r2.
  • charts Can it produce charts? [supported]: The same paid code-interpreter path can generate data visualizations. Sources: microsoft-copilot:ms-code-r2.
  • office_file_output Can it create Word, Excel or PowerPoint files? [supported]: Chat's Word/Excel/PowerPoint agents generate files: Word/Excel download; PowerPoint uses OneDrive when available, otherwise download. Sources: microsoft-copilot:ms-chat-privacy-r2.
  • canvas_editing Is there a document or canvas editor for iterating on output? [unknown]: Notebook instruction editing does not establish an editor for generated output. Output-canvas behavior remains unverified after checking code-interpreter, file-generation and notebook instruction documentation.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-code-r2, microsoft-copilot:ms-chat-privacy-r2.

Mistral Vibe

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.

Checked ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Shared notebooks and agents are documented; chat-sharing boundaries remain untested.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: share_chats, group_chat, share_permission_boundary.
  • share_chats Can chats be shared inside the organisation? [unknown]: Can chats be shared inside the organisation? Unverified after checking notebook sharing and Agent Builder limitations; no cross-group chat-sharing or group-chat test.
  • team_spaces Are shared projects or workspaces available? [supported]: Users can collaborate on shared notebooks and share agents. Sources: microsoft-copilot:ms-notebook-instructions, microsoft-copilot:ms-agents.
  • group_chat Can several people chat together with the AI? [unknown]: Can several people chat together with the AI? Unverified after checking notebook sharing and Agent Builder limitations; no cross-group chat-sharing or group-chat test.
  • share_permission_boundary Does sharing respect the recipient's access to sources? [unknown]: Does sharing respect the recipient's access to sources? Unverified after checking notebook sharing and Agent Builder limitations; no cross-group chat-sharing or group-chat test.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-notebook-instructions, microsoft-copilot:ms-agents.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft lists the target European languages; naturalness and conformance remain unchecked.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Localization availability is documented; linguistic quality was not observed.
  • ui_languages Which UI languages are offered? [supported]: Microsoft lists English, German, French and Italian among supported work languages and states localization. Sources: microsoft-copilot:ms-language.
  • dach_language_quality Are German, French and Italian UIs complete and natural? [unknown]: Are German, French and Italian UIs complete and natural? Unverified after checking supported-language page; no localized UI inspection, admin-language pass or product-specific WCAG report.
  • accessibility_statement Is there a WCAG conformance statement? [unknown]: Is there a WCAG conformance statement? Unverified after checking supported-language page; no localized UI inspection, admin-language pass or product-specific WCAG report.
  • admin_ui_languages Is the admin interface available in German? [unknown]: Is the admin interface available in German? Unverified after checking supported-language page; no localized UI inspection, admin-language pass or product-specific WCAG report.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-language.

Mistral Vibe

No public information found Support: not-published

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft 365 identity, MFA and conditional-access setup are documented.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: domain_capture.
  • Read each atomic answer for its plan, access and feature limits.
  • sso_protocols Which SSO protocols and identity providers work? [partial]: Copilot uses Microsoft 365/Entra work accounts; exact application protocol and direct LDAP alternatives were not verified. Sources: microsoft-copilot:ms-price-us.
  • sso_plan Which plan includes SSO? [supported]: Chat requires an eligible M365 account; paid access adds a Copilot licence. Sources: microsoft-copilot:ms-price-us.
  • mfa Can MFA be enforced? [supported]: Deployment guidance documents enforcing MFA through Entra policies. Sources: microsoft-copilot:ms-setup.
  • conditional_access Do Entra conditional-access policies apply? [partial]: Setup guidance documents conditional access, including SharePoint tenant-level policies. Sources: microsoft-copilot:ms-setup.
  • domain_capture Can the company claim its email domain? [unknown]: Can the company claim its email domain? Unverified after checking Copilot licence and deployment guidance; no trial SSO login or domain-claim test.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-setup.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Seat assignment is tenant-managed; provisioning and content-transfer details remain open.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: scim, group_sync, jit_provisioning, deprovisioning.
  • scim Is SCIM provisioning supported? [unknown]: Is SCIM provisioning supported? Unverified after checking Microsoft Copilot setup; SCIM/JIT, group provisioning and leaver asset transfer were not separately documented or tested.
  • group_sync Are identity-provider groups synced? [unknown]: Are identity-provider groups synced? Unverified after checking Microsoft Copilot setup; SCIM/JIT, group provisioning and leaver asset transfer were not separately documented or tested.
  • jit_provisioning Are users created at first login? [unknown]: Are users created at first login? Unverified after checking Microsoft Copilot setup; SCIM/JIT, group provisioning and leaver asset transfer were not separately documented or tested.
  • deprovisioning What happens to a removed user's data and shared assets? [unknown]: What happens to a removed user's data and shared assets? Unverified after checking Microsoft Copilot setup; SCIM/JIT, group provisioning and leaver asset transfer were not separately documented or tested.
  • seat_assignment Can admins assign and reclaim seats? [supported]: M365 administrators assign purchased Copilot licences to users. Sources: microsoft-copilot:ms-setup.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-setup.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Administrative roles and selected group-targeted controls are documented.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • No disabled-feature test with two groups was performed.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-setup, microsoft-copilot:ms-cost-setup, microsoft-copilot:ms-manage, microsoft-copilot:ms-anthropic, microsoft-copilot:ms-builder.

Mistral Vibe

No public information found Support: not-published

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

ADM-04 Usage and adoption analytics

Judgment rule: Record dashboards for active users, usage by feature, model, group and assistant, export, and privacy controls (aggregation, pseudonymisation, works-council-friendly settings). Distinguish aggregate adoption metrics from per-person monitoring.

Microsoft Copilot

Agent cross-checked Support: partial

Chat and paid usage reports are separate and have privacy controls.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Read each atomic answer for its plan, access and feature limits.
  • adoption_dashboard Is there an adoption dashboard? [supported]: Microsoft publishes distinct paid Copilot and unlicensed Chat usage dashboards. Sources: microsoft-copilot:ms-usage, microsoft-copilot:ms-chat-usage.
  • breakdowns Can usage be broken down by group, model, feature and assistant? [partial]: Reports include application entry points and user activity; complete model/group/assistant breakdowns were not verified. Sources: microsoft-copilot:ms-usage, microsoft-copilot:ms-chat-usage.
  • export Can usage data be exported? [supported]: The Chat report exports all reported user usage as CSV. Sources: microsoft-copilot:ms-chat-usage.
  • privacy_modes Can per-person reporting be limited or pseudonymised? [supported]: Identifying user, group and site fields are hidden by default; administrators can change report settings. Sources: microsoft-copilot:ms-usage.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-usage, microsoft-copilot:ms-chat-usage.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Metered-service cost management supports limits; exact stop semantics need verification.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Prepaid-credit exhaustion alone can continue into PAYG; it is not itself a hard budget.
  • cost_visibility Can admins see cost or consumption per user and group? [partial]: The cost dashboard shows credit consumption and billing configuration; complete cost-centre mapping was not verified. Sources: microsoft-copilot:ms-cost-setup.
  • budgets Can budgets be set per user or group? [supported]: Policies support monthly spending limits and optional per-user limits. Sources: microsoft-copilot:ms-cost-setup.
  • budget_enforcement Does reaching a budget alert, block or downgrade? [partial]: The setup describes limits on monthly credit spend, but overshoot, timing and enforcement were not tested. Sources: microsoft-copilot:ms-cost-setup.
  • chargeback Can costs be exported per cost centre? [unknown]: Can costs be exported per cost centre? Unverified after checking Copilot Credits cost management and rate documentation; chargeback exports and enforced-stop timing not established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-cost-setup.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Purview provides interaction records and compliance retention, with licence-dependent policies.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Compliance copies differ from the visible chat history. No export or hold test was run.
  • admin_events Are admin and security events logged? [supported]: With auditing enabled, Purview logs Copilot admin changes and user resource/agent metadata. Sources: microsoft-copilot:ms-audit.
  • content_logging Can prompts and answers be retained for compliance, and is it configurable? [supported]: Prompts/responses are retained in Exchange-backed compliance copies; administrators can apply retention. Sources: microsoft-copilot:ms-retention.
  • siem_export Can logs stream to a SIEM or be exported? [supported]: Purview supports export of Copilot audit events. Microsoft documents EXO CSV export and Office 365 Management Activity API streaming of CopilotInteraction events to a SIEM; this does not imply full prompt/response content in audit metadata. Sources: microsoft-copilot:microsoft-copilot:r4-audit-export, microsoft-copilot:microsoft-copilot:r4-audit-api.
  • ediscovery Are eDiscovery and legal hold supported? [supported]: Hidden interaction copies are searchable through eDiscovery and remain subject to holds. Sources: microsoft-copilot:ms-retention.
  • log_retention How long are logs kept? [partial]: Audit Standard and Premium have distinct retention entitlements; a product-specific integrity and exact retention configuration was not verified. Sources: microsoft-copilot:ms-audit-standard.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:ms-audit, microsoft-copilot:ms-retention, microsoft-copilot:ms-audit-standard, microsoft-copilot:microsoft-copilot:r4-audit-export, microsoft-copilot:microsoft-copilot:r4-audit-api.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Purview can block sensitive prompts when configured; its default policy simulates.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • No Swiss AHV or IBAN test was performed.
  • pii_detection Is personal data detected in prompts and files? [supported]: Purview DLP can match selected sensitive information types in prompts. Sources: microsoft-copilot:ms-dlp.
  • pii_action Is it redacted, masked, blocked or only warned? [supported]: Configured policies prevent prompt processing; the default policy is simulation/alert mode. Sources: microsoft-copilot:ms-dlp, microsoft-copilot:ms-dlp-default.
  • custom_patterns Can admins add custom patterns or terms? [supported]: The Copilot DLP location supports custom sensitive-information types for prompt blocking. This control is in preview and subject to tenant rollout and licensing; the location does not scan files uploaded directly in prompts. No AHV/IBAN fixture was run. Sources: microsoft-copilot:microsoft-copilot:r4-custom-dlp-types.
  • dlp_integration Does it integrate with an existing DLP product? [partial]: Microsoft Purview is the documented integration; base subscription entitlements determine available controls. Sources: microsoft-copilot:ms-dlp, microsoft-copilot:ms-setup.
  • filter_location Where does filtering run? [unknown]: Where does filtering run? Unverified after checking Purview DLP documentation; custom AHV/IBAN patterns, filtering geography and fixture behavior unverified.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:ms-dlp, microsoft-copilot:ms-dlp-default, microsoft-copilot:ms-setup, microsoft-copilot:microsoft-copilot:r4-custom-dlp-types.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft documents safety controls and policy metadata; organization-wide instruction enforcement remains unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: org_instructions, usage_notice.
  • Read each atomic answer for its plan, access and feature limits.
  • org_instructions Can admins set organisation-wide instructions? [unknown]: Can admins set organisation-wide instructions? Unverified after checking Copilot privacy and audit schemas; organization-wide instructions and mandatory AUP acknowledgement not established.
  • usage_notice Can users be required to accept a usage policy? [unknown]: Can users be required to accept a usage policy? Unverified after checking Copilot privacy and audit schemas; organization-wide instructions and mandatory AUP acknowledgement not established.
  • content_filters Are content filters configurable? [partial]: Copilot documents harmful-content and prompt-injection protections; customer configurability was not established. Sources: microsoft-copilot:ms-privacy.
  • violation_reporting Are policy hits visible to admins? [partial]: Audit resource metadata can include policy restrictions and prompt-injection detection; complete violation coverage was not established. Sources: microsoft-copilot:ms-audit.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-privacy, microsoft-copilot:ms-audit.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

EU/EFTA commitments have separate model, web-search and operational exceptions.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Bing web queries are outside EUDB. Anthropic opt-in changes the model-processing scope. No sovereign-cloud claims are made.
  • storage_region Where are chats, files and indexes stored? [partial]: Microsoft 365 tenant commitments govern interaction storage and OneDrive files; EUDB covers qualifying EU/EFTA configurations, not a universal Swiss-only deployment. Sources: microsoft-copilot:ms-chat-privacy, microsoft-copilot:ms-eudb.
  • inference_region Where do model calls run, per provider? [partial]: EU traffic has EUDB safeguards; optional Anthropic is excluded from EUDB and in-country processing commitments. Sources: microsoft-copilot:ms-privacy, microsoft-copilot:ms-anthropic.
  • backups_logs_region Where are backups, logs and telemetry? [partial]: EUDB includes pseudonymized personal system logs subject to limited-transfer exceptions; a separate backup/telemetry country map was not retrieved. Sources: microsoft-copilot:ms-eudb.
  • support_access_region From where can vendor staff access data? [partial]: EUDB professional-services data is committed at rest; operational transfers remain possible. This does not prove EU-only staff access. Sources: microsoft-copilot:ms-eudb.
  • swiss_hosting Is Swiss hosting available? [unknown]: Is Swiss hosting available? Unverified after checking Copilot privacy, EUDB and residency documentation; no comprehensive Swiss storage/inference/support matrix.
  • residency_plan Which plan or option provides residency? [partial]: Chat and paid Copilot use M365 commitments; model and service-specific exceptions must be applied separately. Sources: microsoft-copilot:ms-edp, microsoft-copilot:ms-anthropic.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-chat-privacy, microsoft-copilot:ms-eudb, microsoft-copilot:ms-privacy, microsoft-copilot:ms-anthropic, microsoft-copilot:ms-edp.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

The researched offering is Microsoft-operated tenant SaaS; other deployment contracts remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: dedicated_instance, customer_cloud, on_premise, air_gapped, mode_feature_gaps.
  • multi_tenant_saas Is a shared SaaS offered? [supported]: Enterprise protection documents isolated customer tenants in Microsoft 365. Sources: microsoft-copilot:ms-edp.
  • dedicated_instance Is a dedicated single-tenant instance offered, from what size? [unknown]: Is a dedicated single-tenant instance offered, from what size? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.
  • customer_cloud Can it run in the customer's own cloud account, from what size? [unknown]: Can it run in the customer's own cloud account, from what size? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.
  • on_premise Can the whole platform run on customer infrastructure, from what size? [unknown]: Can the whole platform run on customer infrastructure, from what size? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.
  • air_gapped Can it run without internet access? [unknown]: Can it run without internet access? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.
  • mode_feature_gaps Which features are missing outside SaaS? [unknown]: Which features are missing outside SaaS? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-edp.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

No-training assertions and provider exceptions are recorded separately from customer retention.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • No-training statements remain vendor assertions pending direct contract verification. Stored tenant chat history is distinct from provider retention.
  • vendor_training Does the vendor train on customer content? [partial]: Microsoft states commercial prompts, responses and Graph data do not train foundation models; the underlying DPA text was not inspected. Sources: microsoft-copilot:ms-no-training.
  • provider_training Do model providers train on it under this product's contracts? [partial]: Microsoft makes the same foundation-model statement; separate Data Retention model terms require their own review. Sources: microsoft-copilot:ms-no-training, microsoft-copilot:ms-anthropic.
  • provider_retention How long do model providers keep prompts, including for abuse monitoring? [partial]: Some Anthropic models explicitly retain data under separate Anthropic terms; ordinary eligible subprocessor models are described differently. No universal retention period is established. Sources: microsoft-copilot:ms-anthropic.
  • zero_retention Is zero data retention available, and on which plan? [partial]: Eligible Anthropic subprocessor offerings are described as not retaining customer content; this is not zero retention for M365 interactions. Sources: microsoft-copilot:ms-anthropic.
  • human_review Can provider staff review content? [partial]: Copilot opts out of Azure OpenAI abuse-monitoring human review; Anthropic illegal-content safeguards are separate. Sources: microsoft-copilot:ms-no-training, microsoft-copilot:ms-anthropic.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-no-training, microsoft-copilot:ms-anthropic.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Purview governs retained Exchange copies of managed Copilot interactions; uploaded-file repository retention is outside this finding.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Managed work/school Microsoft Copilot and Copilot Chat with EDP; Exchange prompt/response copies governed by applicable Purview retention/holds; add_ons=Eligible Microsoft365 tenant, Applicable Purview retention/eDiscovery licensing and configured policies; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Narrowed scope resolves the publication conflict for this finding: Exchange interaction copies are separate from uploaded-file repositories and temporary prompt context.
  • No universal18-month file-retention promise or immediate-deletion guarantee is made. Full repository/post-termination behavior needs a separate source/tenant check.
  • default_retention What is retained and for how long by default? [partial]: Prompts/responses are logged in Exchange; retention depends on tenant policies. A universal default duration for uploaded files/indexes is not established and is excluded from this Exchange-interaction scope. Sources: microsoft-copilot:ms-chat-privacy-r2, microsoft-copilot:ms-retention-r2.
  • admin_retention Can admins set retention periods? [supported]: Purview can retain/delete interaction copies; retention and eDiscovery holds can suspend permanent deletion. Sources: microsoft-copilot:ms-retention-r2.
  • user_deletion Can users delete their chats and files permanently? [partial]: Removing visible history does not immediately delete retained Exchange copies; retention/hold processing continues asynchronously. Sources: microsoft-copilot:ms-retention-r2.
  • contract_end_deletion What is deleted at contract end, and when? [unknown]: What is deleted at contract end, and when? Unverified after checking Purview retention and privacy documentation; complete post-termination deletion terms were not retrieved.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-chat-privacy-r2, microsoft-copilot:ms-retention-r2.

Mistral Vibe

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.

Checked ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft publishes subprocessor governance and change-notification routes; legal transfer details need direct contract review.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: subprocessor_countries, parent_jurisdiction, transfer_mechanism, government_access_policy.
  • Read each atomic answer for its plan, access and feature limits.
  • subprocessor_list Is a dated sub-processor list published? [partial]: The AI subprocessor overview links the Online Services Subprocessors List; a dated country-by-country copy was not downloaded. Sources: microsoft-copilot:ms-subprocessors.
  • subprocessor_countries Which countries do sub-processors operate in? [unknown]: Which countries do sub-processors operate in? Unverified after checking AI subprocessor overview and linked Service Trust Portal; countries, contracting jurisdiction, transfer clauses and government-access policy not retrieved in this pass.
  • change_notification Are customers notified of sub-processor changes? [partial]: Customers can subscribe to list updates. Exact advance-notice periods were not established. Sources: microsoft-copilot:ms-subprocessors.
  • parent_jurisdiction Which jurisdiction governs the vendor and its parent? [unknown]: Which jurisdiction governs the vendor and its parent? Unverified after checking AI subprocessor overview and linked Service Trust Portal; countries, contracting jurisdiction, transfer clauses and government-access policy not retrieved in this pass.
  • transfer_mechanism Which transfer mechanism applies to non-EU/CH processing? [unknown]: Which transfer mechanism applies to non-EU/CH processing? Unverified after checking AI subprocessor overview and linked Service Trust Portal; countries, contracting jurisdiction, transfer clauses and government-access policy not retrieved in this pass.
  • government_access_policy Is there a published government-access or transparency policy? [unknown]: Is there a published government-access or transparency policy? Unverified after checking AI subprocessor overview and linked Service Trust Portal; countries, contracting jurisdiction, transfer clauses and government-access policy not retrieved in this pass.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-subprocessors.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Enterprise data protection links a DPA and Product Terms; no regulatory compliance verdict is made.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: governing_law, ai_act_materials, sector_materials.
  • Read each atomic answer for its plan, access and feature limits.
  • dpa Is a DPA available, and is it negotiable? [partial]: Microsoft says commercial Copilot/Chat are covered by its DPA and Product Terms; negotiability was not verified. Sources: microsoft-copilot:ms-edp.
  • revdsg_gdpr Does the DPA cover revDSG and GDPR? [partial]: The enterprise protection page names GDPR; Swiss revDSG wording was not inspected. Sources: microsoft-copilot:ms-edp.
  • governing_law Which law and court govern the contract? [unknown]: Which law and court govern the contract? Unverified after checking Enterprise data protection; the public DPA document index timed out, so law/court, AI Act and sector clauses remain unverified.
  • ai_act_materials Is EU AI Act documentation provided? [unknown]: Is EU AI Act documentation provided? Unverified after checking Enterprise data protection; the public DPA document index timed out, so law/court, AI Act and sector clauses remain unverified.
  • sector_materials Are FINMA or other sector materials provided? [unknown]: Are FINMA or other sector materials provided? Unverified after checking Enterprise data protection; the public DPA document index timed out, so law/court, AI Act and sector clauses remain unverified.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-edp.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

BSI’s public registry verifies Microsoft 365 ISMS/privacy certificates with validity through July 28, 2027. A Copilot-specific certificate schedule and current SOC/C5 reports remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Registry verification covers the named Microsoft 365 ISMS/privacy scope; the issuer entries do not separately enumerate Copilot.
  • No restricted Service Trust Portal document, Copilot ISO 42001 certificate schedule, current SOC 2 audit period or C5 report was inspected.
  • Vendor-listed ISO 42001 scope is distinguished from issuer-verified ISO 27001/27701 metadata.
  • iso_27001 ISO 27001 with scope and validity? [partial]: BSI registry entry IS 552878 verifies Microsoft Corporation’s Microsoft 365 services ISMS against ISO/IEC 27001:2022, effective July 29, 2024 through July 28, 2027, under a February 14, 2024 applicability statement. Microsoft places Copilot under Microsoft 365 compliance commitments; the issuer entry does not separately enumerate Copilot, so exact app-scope verification remains incomplete. Sources: microsoft-copilot:microsoft-copilot:r5-bsi-iso27001, microsoft-copilot:microsoft-copilot:r5-copilot-compliance-boundary.
  • soc2 SOC 2 type, period and covered service? [unknown]: Unresolved on 2026-10-26. Searched https://servicetrust.microsoft.com/ViewPage/HomePageV2 and its public search index, https://learn.microsoft.com/en-us/compliance/regulatory/offering-soc-2 and BSI’s Microsoft certificate directory. STP retrieval returned a JavaScript shell; indexed report/bridge-letter titles are not an inspected auditor opinion, audit period or Copilot-specific system description. No authenticated report was accessed.
  • c5 BSI C5 attestation? [unknown]: Unresolved on 2026-10-26. Searched https://servicetrust.microsoft.com/ViewPage/HomePageV2 and its public report index plus https://learn.microsoft.com/en-us/compliance/regulatory/offering-soc-2 . Microsoft describes C5 controls in Office 365 SOC reporting, but a current C5 report and exact Copilot service scope/period were not retrieved; no Azure-only attestation was transferred to Copilot.
  • other_certifications Which other certificates (27701, 42001, TISAX)? [partial]: BSI PM 741035 verifies Microsoft 365 services’ processor privacy-management scope against ISO/IEC 27701:2019, effective July 29, 2024 through July 28, 2027. Microsoft’s public ISO 42001 page names Copilot/Chat, but its product-specific certificate issuer/validity were not obtained. No TISAX evidence or separately enumerated Copilot 27701 scope was verified. Sources: microsoft-copilot:microsoft-copilot:r5-bsi-iso27701, microsoft-copilot:microsoft-copilot:r5-iso42001-scope.
  • report_access How can customers obtain reports? [supported]: Customers use the Microsoft Service Trust Portal for audit reports. Some downloads require an Entra organizational cloud-services account and acceptance of a compliance-material NDA. No restricted document was accessed in this research. Sources: microsoft-copilot:microsoft-copilot:r4-report-access.
  • pentest Are independent penetration test summaries available? [partial]: STP documents a Pen Test and Security Assessments category for third-party attestations. No Copilot-specific assessment scope, date or summary was downloaded. Sources: microsoft-copilot:microsoft-copilot:r4-report-access.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:microsoft-copilot:r4-report-access, microsoft-copilot:microsoft-copilot:r5-bsi-iso27001, microsoft-copilot:microsoft-copilot:r5-bsi-iso27701, microsoft-copilot:microsoft-copilot:r5-copilot-compliance-boundary, microsoft-copilot:microsoft-copilot:r5-iso42001-scope.

Mistral Vibe

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 ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-cert.

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).

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft documents encryption and tenant separation; key-control coverage varies by component.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: private_networking.
  • Read each atomic answer for its plan, access and feature limits.
  • encryption_at_rest Is data encrypted at rest? [supported]: Enterprise protection documents encryption at rest and in transit. Sources: microsoft-copilot:ms-edp.
  • customer_managed_keys Can the customer manage or hold the keys? [partial]: Agent Builder explicitly does not support customer-managed keys; this does not establish the key policy of every M365 workload. Sources: microsoft-copilot:ms-builder.
  • private_networking Is private connectivity or IP restriction available? [unknown]: Is private connectivity or IP restriction available? Unverified after checking enterprise data protection and Agent Builder limitations; private networking/IP restrictions and complete key-location matrix not established.
  • tenant_isolation How are customers separated in shared SaaS? [supported]: Microsoft documents separation of customer tenants; isolation was not tested. Sources: microsoft-copilot:ms-edp.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-edp, microsoft-copilot:ms-builder.

Mistral Vibe

No public information found Support: not-published

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

DATA-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.

Microsoft Copilot

Agent cross-checked Support: partial

Commercial data protection and model-specific access safeguards are documented; a scoped professional-secrecy undertaking was not verified.

Availability: unknown · Delivery: unknown
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=German §203 StGB and Swiss Art.321 StGB use cases; existing hosting, support and provider-location exceptions still apply.; os=not specified.

Limitations

  • General confidentiality, a DPA and no-training commitments do not establish a professional-secrecy undertaking. No vendor/sales contact or agreement signing was performed.
  • No legal compliance verdict; unknown does not mean the offering is unavailable.
  • secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? Unverified after checking commercial Copilot/Chat enterprise-data-protection, privacy, EU Data Boundary and Anthropic processing pages, plus official-domain searches for professional secrecy, §203 and Art.321. The Microsoft-hosted German data-secrecy amendment PDF redirected to login, so its current text, Copilot plan coverage, subprocessor obligations, signatures, price and Swiss applicability were not verified.
  • subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [unknown]: Does the undertaking extend to its sub-processors, and is that documented? Unverified after checking commercial Copilot/Chat enterprise-data-protection, privacy, EU Data Boundary and Anthropic processing pages, plus official-domain searches for professional secrecy, §203 and Art.321. The Microsoft-hosted German data-secrecy amendment PDF redirected to login, so its current text, Copilot plan coverage, subprocessor obligations, signatures, price and Swiss applicability were not verified.
  • secrecy_offering Is it a dedicated offering or add-on, and on which plan? [unknown]: Is it a dedicated offering or add-on, and on which plan? Unverified after checking commercial Copilot/Chat enterprise-data-protection, privacy, EU Data Boundary and Anthropic processing pages, plus official-domain searches for professional secrecy, §203 and Art.321. The Microsoft-hosted German data-secrecy amendment PDF redirected to login, so its current text, Copilot plan coverage, subprocessor obligations, signatures, price and Swiss applicability were not verified.
  • content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: Microsoft documents Azure OpenAI abuse-monitoring human-review exclusion and distinguishes optional Anthropic subprocessor models from models under separate retention terms. This does not establish a complete staff/subprocessor plain-text access matrix or a §203/Art.321 restriction. Sources: microsoft-copilot:ms-no-training, microsoft-copilot:ms-anthropic, microsoft-copilot:ms-eudb.
  • secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? Unverified after checking commercial Copilot/Chat enterprise-data-protection, privacy, EU Data Boundary and Anthropic processing pages, plus official-domain searches for professional secrecy, §203 and Art.321. The Microsoft-hosted German data-secrecy amendment PDF redirected to login, so its current text, Copilot plan coverage, subprocessor obligations, signatures, price and Swiss applicability were not verified.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-no-training, microsoft-copilot:ms-anthropic, microsoft-copilot:ms-eudb.

Mistral Vibe

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 ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-dpa.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Pricing combines seat licensing with usage-based extensions and base-suite prerequisites.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Read each atomic answer for its plan, access and feature limits.
  • pricing_unit What is the pricing unit? [supported]: Paid Copilot is a per-user add-on; Chat is included with eligible M365 and some extensions are metered. Sources: microsoft-copilot:ms-price-us.
  • list_prices What are list prices per plan, with date and currency? [supported]: Retrieved 2026-10-21: US USD 30/user/month billed annually; Germany EUR 26/user/month billed annually, excluding VAT. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-price-de.
  • included_usage What usage is included? [partial]: Paid users have included qualifying assistive-agent usage; exact limits and exclusions depend on the scenario. Sources: microsoft-copilot:ms-credit-rates.
  • add_ons Which features cost extra? [supported]: Qualifying M365 licensing is separate; Cowork is metered and compliance tools can need further entitlements. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-setup.
  • overage What do usage beyond limits and premium models cost? [partial]: Credits have feature-dependent rates; prepaid exhaustion may continue into PAYG. Currency-per-credit and full premium-model rate mapping were not retrieved. Sources: microsoft-copilot:ms-credit-rates, microsoft-copilot:ms-cost-setup.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-price-de, microsoft-copilot:ms-credit-rates, microsoft-copilot:ms-setup, microsoft-copilot:ms-cost-setup.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

A reproducible licence-only scenario is available; full rollout cost remains open.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Shared assumptions v1.3; ECB 2026-10-20 EUR 1 = USD 1.1215 = CHF 0.9237. The stated mix is a research assumption, not an observed workload or entitlement.
  • Full totals remain baseline + unknown because additional licences, workload capacity, optional support and deployment costs were not priced.
  • cost_200 Year-one cost at 200 users? [partial]: From EUR 62400.00 + unknown, or CHF 57638.88 + unknown, for 12 months excluding VAT. Licence-only incremental add-on baseline at EUR 26/user/month; eligible M365 licences assumed already owned. ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input and 600 output tokens/message where usage is billed separately. No metered agent/Cowork usage or discounts assumed; included-capacity sufficiency is unverified. Sources: microsoft-copilot:ms-price-de, microsoft-copilot:fx-20261020.
  • cost_1000 Year-one cost at 1,000 users? [partial]: From EUR 312000.00 + unknown, or CHF 288194.40 + unknown, for 12 months excluding VAT. Licence-only incremental add-on baseline at EUR 26/user/month; eligible M365 licences assumed already owned. ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input and 600 output tokens/message where usage is billed separately. No metered agent/Cowork usage or discounts assumed; included-capacity sufficiency is unverified. Sources: microsoft-copilot:ms-price-de, microsoft-copilot:fx-20261020.
  • cost_5000 Year-one cost at 5,000 users? [partial]: From EUR 1560000.00 + unknown, or CHF 1440972.00 + unknown, for 12 months excluding VAT. Licence-only incremental add-on baseline at EUR 26/user/month; eligible M365 licences assumed already owned. ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input and 600 output tokens/message where usage is billed separately. No metered agent/Cowork usage or discounts assumed; included-capacity sufficiency is unverified. Sources: microsoft-copilot:ms-price-de, microsoft-copilot:fx-20261020.
  • variable_share Which part depends on usage? [partial]: Cowork and uncovered agent/credit usage add variable charges. No model/task tariff is substituted where the product does not publish the required rate. Sources: microsoft-copilot:ms-price-us.
  • unknown_parts Which costs could not be priced? [partial]: Base-suite renewal costs, metered workload, usage headroom, implementation and optional compliance/support charges remain unpriced. Sources: microsoft-copilot:ms-price-us.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-de, microsoft-copilot:fx-20261020, microsoft-copilot:ms-price-us.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Eligible M365 users can evaluate Copilot Chat directly; paid pilot terms remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: sales_gate.
  • Read each atomic answer for its plan, access and feature limits.
  • free_tier Is there a free tier for business use? [supported]: Chat has no incremental charge for eligible M365 work accounts, with enterprise protections. Sources: microsoft-copilot:ms-price-us.
  • self_serve_trial Is a self-serve business trial available? [partial]: The enterprise page offers Chat access as the evaluation path; a timed paid add-on trial was not established. Sources: microsoft-copilot:ms-price-us.
  • trial_scope Do trials include SSO, connectors and admin features? [partial]: Chat includes enterprise protection and agent management, but full paid work grounding and other enterprise scenarios need their prerequisites. Sources: microsoft-copilot:ms-price-us.
  • sales_gate Does meaningful evaluation require sales contact? [unknown]: Does meaningful evaluation require sales contact? Unverified after checking enterprise pricing FAQ; no signup, card check or enterprise trial was performed.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-us.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Public seat prices are visible; procurement and cancellation details remain partly specified.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: minimum_commitment, cancellation, local_invoicing.
  • Read each atomic answer for its plan, access and feature limits.
  • minimum_commitment What seat or spend minimum applies? [unknown]: What seat or spend minimum applies? Unverified after checking enterprise price cards and FAQ; seat minimums, downgrade/cancellation rules and contracting-entity currency terms not retrieved.
  • contract_length What contract lengths are offered? [supported]: The quoted add-on price uses annual auto-renewing subscription billing. Sources: microsoft-copilot:ms-price-de.
  • cancellation How can the contract be cancelled or reduced? [unknown]: How can the contract be cancelled or reduced? Unverified after checking enterprise price cards and FAQ; seat minimums, downgrade/cancellation rules and contracting-entity currency terms not retrieved.
  • local_invoicing Can it be invoiced in CHF or EUR from a European entity? [unknown]: Can it be invoiced in CHF or EUR from a European entity? Unverified after checking enterprise price cards and FAQ; seat minimums, downgrade/cancellation rules and contracting-entity currency terms not retrieved.
  • transparency_class Is pricing transparent, partial, quote-only or unknown? [partial]: Partially specified: list seat prices exist, while base licensing, metered services and negotiated terms change total cost. Sources: microsoft-copilot:ms-price-de, microsoft-copilot:ms-price-us.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-de, microsoft-copilot:ms-price-us.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Commercial hosted-service use is governed by restrictive Microsoft licence terms; component source licences remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • This records hosted-service contractual rights, not an audited licence inventory for every client, sample or connector.
  • licence_type Which licence applies to each component? [partial]: The hosted commercial service uses Microsoft Online Services Product Terms. Use is limited to the licensing agreement, rights are reserved, and reverse engineering is restricted. Individual client and connector source licences were not inventoried. Sources: microsoft-copilot:microsoft-copilot:r4-online-service-terms.
  • branding_restrictions Do licence terms restrict branding or user counts? [unknown]: Do licence terms restrict branding or user counts? Unverified after checking Microsoft product, licensing and Agent Builder documentation; no service/client/connector source-licence inventory or current product licence grant was inspected.
  • enterprise_features_closed Are enterprise features in a separate closed edition? [unknown]: Are enterprise features in a separate closed edition? Unverified after checking Microsoft product, licensing and Agent Builder documentation; no service/client/connector source-licence inventory or current product licence grant was inspected.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:microsoft-copilot:r4-online-service-terms.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Compliance search/export is distinct from a reusable complete workspace exit.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: assistant_export, knowledge_export, post_termination_window.
  • Read each atomic answer for its plan, access and feature limits.
  • chat_export Can admins export all chats? [partial]: Microsoft documents Content search/Purview access and Teams Export APIs for stored interaction data; completeness across every chat surface was not tested. Sources: microsoft-copilot:ms-privacy.
  • assistant_export Can assistants and prompts be exported in a reusable format? [unknown]: Can assistants and prompts be exported in a reusable format? Unverified after checking Copilot privacy, retention and Agent Builder documentation; no admin export or post-contract retrieval test.
  • knowledge_export Can knowledge bases and their sources be exported? [unknown]: Can knowledge bases and their sources be exported? Unverified after checking Copilot privacy, retention and Agent Builder documentation; no admin export or post-contract retrieval test.
  • export_format Are formats documented and machine-readable? [partial]: Teams has an export API route; a complete reusable chat/assistant/knowledge format was not established. Sources: microsoft-copilot:ms-privacy.
  • post_termination_window How long can data be retrieved after termination? [unknown]: How long can data be retrieved after termination? Unverified after checking Copilot privacy, retention and Agent Builder documentation; no admin export or post-contract retrieval test.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-privacy.

Mistral Vibe

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 ; 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.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Copilot support entry points are documented; plan-specific response, language and SLA commitments remain gaps.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Developer/extensibility support route only; no support case or sales request was opened.
  • support_channels Which support channels are available on each plan? [partial]: Copilot service/development support uses Admin Center Help and Support; the extensibility guide ties service requests to a Premier/Unified support agreement. General questions can use Microsoft Q&A. A complete plan/language/SLA matrix was not retrieved. Sources: microsoft-copilot:microsoft-copilot:r4-support-channels.
  • support_languages Is support available in German, French or Italian? [unknown]: Is support available in German, French or Italian? Unverified after checking https://status.cloud.microsoft/ returned a JavaScript-only shell; Copilot setup and enterprise plans did not establish language-specific support hours, regional team, response targets or applicable SLA credits.
  • regional_presence Is there a DACH or Swiss entity, team or partner? [unknown]: Is there a DACH or Swiss entity, team or partner? Unverified after checking https://status.cloud.microsoft/ returned a JavaScript-only shell; Copilot setup and enterprise plans did not establish language-specific support hours, regional team, response targets or applicable SLA credits.
  • uptime_sla Is there an uptime SLA with credits? [unknown]: Is there an uptime SLA with credits? Unverified after checking https://status.cloud.microsoft/ returned a JavaScript-only shell; Copilot setup and enterprise plans did not establish language-specific support hours, regional team, response targets or applicable SLA credits.
  • status_page Is there a public status page with history? [unknown]: Is there a public status page with history? Unverified after checking https://status.cloud.microsoft/ returned a JavaScript-only shell; Copilot setup and enterprise plans did not establish language-specific support hours, regional team, response targets or applicable SLA credits.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:microsoft-copilot:r4-support-channels.

Mistral Vibe

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 ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-pricing.

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.

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft publishes role-based learning and adoption materials.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

  • Unverified parts: onboarding_service, service_cost.
  • Read each atomic answer for its plan, access and feature limits.
  • onboarding_service Is guided onboarding included? [unknown]: Is guided onboarding included? Unverified after checking Copilot Skilling Center and commercial resources; included onboarding entitlements, service language and professional-service fees not established.
  • user_training Is end-user training offered, in which languages? [partial]: The Skilling Center lists Academy learning, webinars and instructor-led events; exact DE/FR/IT delivery was not checked. Sources: microsoft-copilot:ms-training.
  • use_case_library Are role-based use cases and templates provided? [supported]: Copilot Prompt Gallery offers starter prompts. Sources: microsoft-copilot:ms-price-us.
  • adoption_programme Is there a champion or adoption programme? [supported]: Microsoft links its Champion programme and adoption resources. Sources: microsoft-copilot:ms-training.
  • service_cost Which services cost extra? [unknown]: Which services cost extra? Unverified after checking Copilot Skilling Center and commercial resources; included onboarding entitlements, service language and professional-service fees not established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-training, microsoft-copilot:ms-price-us.

Mistral Vibe

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 ; 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.

Sources

  1. Choose your model when editing with Copilot in PowerPoint microsoft-copilot:ms-ppt-model-r2

    Commercial PowerPoint editing documents Auto, ChatGPT and Claude choices, with Anthropic admin enablement and session/region limits.

    Commercial subscription requirement; editing-mode selector; session and region limits · documented · Source date not stated · Retrieved 2026-10-21

  2. Mistral Vibe public plan comparison mistral-vibe:mistral-vibe:plan-matrix-20261026

    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.

    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 · vendor-claimed · Source date not stated · Retrieved 2026-10-26

  3. Mistral release notes mistral-vibe:mistral-vibe:m-release-notes-20261026

    Chat-to-Work migration is phased, with Enterprise migration starting October 1 and an approximate six-month administrator window.

    2026-09-22: simpler Vibe experience; Knowledge Base; spreadsheets; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2e5b0d700fa3426538fedfdd02bc63bbab6d2b97b91c1f72c6460a3a6ea0d07b on 2026-10-26 · documented · Source date 2026-09-22 · Retrieved 2026-10-26

  4. Mistral Vibe product mistral-vibe:mistral-vibe:m-home-20261026

    Mistral combines Work/Chat and coding under Vibe and offers Enterprise on-premise/private-cloud deployments.

    FAQ: name, deployment, voice and integrations; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 0246e627184ac60f05c6672201cd99be89752c34cae3e7b4a1e899be9508869b on 2026-10-26 · vendor-claimed · Source date not stated · Retrieved 2026-10-26

  5. Generate images mistral-vibe:mistral-vibe:m-image-20261026

    Image generation uses Black Forest Labs models and supports uploaded-image edits with plan limits.

    Model provider; editing; limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ea76aed6c7b591368c3ae678e2e772ed8be592a7d01931f63e5cc001ab915f23 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  6. Work with Files and Canvas mistral-vibe:mistral-vibe:m-files-20261026

    Files and Canvas support documents, scanned images, audio analysis, editable outputs and PowerPoint/table export.

    Supported formats; image/audio/spreadsheet analysis; Canvas exports; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 69c16ff45099cba600e79f8ed219a4765adc73d4b015f332be1f4fc28b3fb6b6 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  7. AI at Work Roadmap microsoft-copilot:ms-roadmap

    The roadmap contains dated model launches, identifies Office in Copilot as Frontier and lists Cowork as generally available.

    September model entries; October 9 Office Frontier; June 16 Cowork GA · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  8. Microsoft 365 Copilot release notes microsoft-copilot:ms-release

    Release notes distinguish platform availability and describe gradual tenant rollout.

    October 6 2026; gradual release policy · documented · Source date 2026-10-06 · Retrieved 2026-10-21

  9. Mistral release notes mistral-vibe:mistral-vibe:m-release-notes

    Chat-to-Work migration is phased, with Enterprise migration starting October 1 and an approximate six-month administrator window.

    2026-09-22: simpler Vibe experience; Knowledge Base; spreadsheets · documented · Source date 2026-09-22 · Retrieved 2026-10-21

  10. Mistral changelog mistral-vibe:mistral-vibe:m-releases

    A public dated model/API changelog exists, but it does not establish per-plan Vibe availability lag.

    Dated model/API entries · documented · Source date not stated · Retrieved 2026-10-21

  11. Anthropic models in Microsoft Online Services microsoft-copilot:ms-anthropic

    Anthropic is disabled by default for EU/EFTA/UK tenants, excluded from EU/in-country processing commitments, and retention-labelled models have separate terms.

    Opt-in regions; admin settings; Anthropic models with Data Retention · documented · Source date not stated · Retrieved 2026-10-21

  12. Microsoft Copilot Plans and Pricing - Enterprise microsoft-copilot:ms-price-us

    The US page lists Copilot Chat at no additional cost with eligible M365, a USD 30 annual-billing monthly add-on, separate base licensing and metered agent/Cowork use.

    Copilot Chat; paid add-on; compare plans; FAQ · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  13. Mistral pricing mistral-vibe:mistral-vibe:m-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.

    Free/Pro/Team/Enterprise cards; feature table; FAQs · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  14. Add context with Libraries mistral-vibe:mistral-vibe:m-libraries

    Libraries persist uploaded/indexed knowledge, allow individual/organization sharing and provide numbered source references.

    Upload and limits; sharing; source references; data and privacy · documented · Source date not stated · Retrieved 2026-10-21

  15. Subscriptions mistral-vibe:mistral-vibe:m-subscription

    The plan spans Vibe/Studio/API, while included allowance and prepaid PAYG have product-specific behavior.

    Global plan; monthly usage; PAYG · documented · Source date not stated · Retrieved 2026-10-21

  16. File upload in Microsoft Copilot microsoft-copilot:ms-upload

    The support article names document/image/text formats and a limit of 20 files per conversation and 50 MB per file.

    Supported file formats; file limits; files handling · documented · Source date not stated · Retrieved 2026-10-21

  17. Work with Files and Canvas mistral-vibe:mistral-vibe:m-files

    Files and Canvas support documents, scanned images, audio analysis, editable outputs and PowerPoint/table export.

    Supported formats; image/audio/spreadsheet analysis; Canvas exports · documented · Source date not stated · Retrieved 2026-10-21

  18. Spreadsheets mistral-vibe:mistral-vibe:m-sheets

    Paid Work supports spreadsheet generation/editing and downloadable XLSX output; fidelity requires testing.

    Paid-plan availability; formulas; export · documented · Source date not stated · Retrieved 2026-10-21

  19. Get answers and insights about your Microsoft Copilot Notebook microsoft-copilot:ms-notebooks

    Free Copilot Chat notebooks use up to 50 references; paid notebook grounding uses up to 300, with broader entity types.

    Reference limits and supported content types · documented · Source date not stated · Retrieved 2026-10-21

  20. Provide custom instructions for your Microsoft Copilot Notebook microsoft-copilot:ms-notebook-instructions

    Notebook instructions can be edited and shared collaboratively; a SharePoint or OneDrive service plan is required.

    Instructions; sharing note; prerequisites · documented · Source date not stated · Retrieved 2026-10-21

  21. Agent Builder in Microsoft 365 Copilot microsoft-copilot:ms-builder

    Agent Builder creates knowledge/instruction agents, has admin access controls and requires Copilot Studio for authored external actions.

    Knowledge; licensing; admin controls; known limitations · documented · Source date 2026-09-30 · Retrieved 2026-10-21

  22. Data, Privacy, and Security for Microsoft Copilot microsoft-copilot:ms-privacy

    Microsoft documents the rename, Graph permissions, protected interaction storage, no foundation-model training and residency exceptions.

    Rename note; organizational data; stored interactions; EU Data Boundary · documented · Source date not stated · Retrieved 2026-10-21

  23. Prerequisites for deploying connectors microsoft-copilot:ms-connector-license-r2

    Paid Copilot/E7 supports connector grounding and federation; Studio/pay-as-you-go supports synced data in agents only, with no federated entitlement.

    Licensing matrix; federated prerequisites; synced versus agents · documented · Source date 2026-06-02 · Retrieved 2026-10-21

  24. Copilot connectors overview microsoft-copilot:ms-connectors-r2

    Synced connectors index content/ACLs and provide citations; federation fetches live, while this October6 overview retains earlier read-only rollout wording.

    Architecture; source examples; citations; October rollout note · documented · Source date 2026-10-06 · Retrieved 2026-10-21

  25. Federated connectors overview microsoft-copilot:ms-federated-r2

    The October16 detailed guide documents source-authorized writes and per-tool approval; Researcher stays read-only and Coming soon labels the admin Tools view.

    Supported experiences; user licence; actions and confirmation; Tools view · documented · Source date 2026-10-16 · Retrieved 2026-10-21

  26. Set up custom federated connectors microsoft-copilot:ms-custom-mcp-r2

    Custom MCP prerequisites include create/update/delete tools; user access requires the Copilot licence and intersecting tenant/staging controls.

    MCP prerequisites; OAuth; tenant controls and staged rollout · documented · Source date 2026-10-16 · Retrieved 2026-10-21

  27. Self-serve sync connectors overview microsoft-copilot:ms-personal-sync-r2

    Self-serve Confluence/Jira synchronization is a limited-preview per-user route with documented incremental/full crawl intervals.

    Limited preview; Confluence/Jira; incremental/full synchronization · documented · Source date 2026-08-13 · Retrieved 2026-10-21

  28. Connect tools with Connectors mistral-vibe:mistral-vibe:m-connectors-20261026

    Featured connectors use OAuth and live retrieval; source content and conversations have separately stated storage/training policies.

    Featured connectors; approval; data and privacy; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 3cc3745b35cceeb58b7e3055a0f9b3c0e59363853336f857c30f2a589e04bc36 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  29. MCP Connectors mistral-vibe:mistral-vibe:m-mcp-20261026

    Admins add HTTPS MCP servers with OAuth/Bearer/Basic or no authentication; users may preauthorize individual functions.

    Custom configuration; authentication; per-function permissions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5e97d5e51b4f26d358561bcd3533c6bf7e666845874071508428b023e9457666 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  30. Set up Microsoft Copilot and assign licenses microsoft-copilot:ms-setup

    IT assigns paid licences through M365; Microsoft documents Entra MFA, conditional access and additional Purview/SAM licensing dependencies.

    Prerequisites; security; get started and deploy · documented · Source date not stated · Retrieved 2026-10-21

  31. Microsoft Purview DLP for Microsoft 365 Copilot and Cowork microsoft-copilot:ms-dlp

    Purview policies can detect sensitive prompt types and block Copilot processing; file-label and prompt paths have distinct conditions.

    Sensitive information types; prevent processing prompts; sensitivity labels · documented · Source date not stated · Retrieved 2026-10-21

  32. Add context with Libraries mistral-vibe:mistral-vibe:m-libraries-20261026

    Libraries persist uploaded/indexed knowledge, allow individual/organization sharing and provide numbered source references.

    Upload and limits; sharing; source references; data and privacy; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 8c7fe6f7c1aba5acc314428ee145b6df19e6bd24c2c14139f419a8e27e1fcfd5 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  33. Mistral connected-tool data controls mistral-vibe:mistral-vibe:connector-data-controls-20261026

    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.

    Request-time connectors versus indexed Knowledge Connectors, source deletion and permission changes; HTTP 200, body SHA256 66ff17f717a1e1387b8e1320d1a7bfe1d843902cdec51525b02acc068c26e54a · documented · Source date 2026-08-12 · Retrieved 2026-10-26

  34. Personalize what Microsoft Copilot remembers microsoft-copilot:ms-memory

    Microsoft documents saved memories, prior-chat inferences, custom instructions and user removal controls, with work insights depending on plan.

    Saved memory; history; work insights; custom instructions; temporary chat · documented · Source date not stated · Retrieved 2026-10-21

  35. Workspaces in Vibe mistral-vibe:mistral-vibe:m-adminvibe-20261026

    Admins configure per-Workspace features, chat retention and tracing; linked connector accounts are not isolated per Workspace.

    Connector accounts; feature toggles; retention; tracing; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ceefc4c8001e86724007c916e453c861c23beb3ca2da96d97ad78073d7f07dfa on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  36. Set custom instructions mistral-vibe:mistral-vibe:m-instructions-20261026

    Users set persistent role/tone/output instructions; these are instructions to the model, not an independently enforced policy.

    Persistent preferences; tone; limitations; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 51d552c0953898b24c8524746b24f1370bb5d3cc72ec01ef36902437e1823a54 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  37. Group tasks with Projects mistral-vibe:mistral-vibe:m-projects-20261026

    Projects apply shared context/instructions to their own conversations; deleting a project retains its chats in main history.

    Project instructions/context; chat organization; deletion; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ff0dd2912de917c2747e25ed4f83f6b3569f00a09c06a6de2c14d6a8cb0b43aa on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  38. Knowledge Base mistral-vibe:mistral-vibe:m-memory-20261026

    Work stores cross-chat personal knowledge with view/edit/delete/export controls and administrator settings, including sensitive-data restrictions.

    User and admin controls; sensitive data; related features; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 613f78a4a63a8c05c84a120f66cdf8f3489d547124b13d1118abeb6784fce56f on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  39. Get started with agents in the Microsoft Copilot app microsoft-copilot:ms-agents

    Users can discover prebuilt and organization agents and share agent links, subject to account and organization settings.

    Explore agents; create and share · documented · Source date not stated · Retrieved 2026-10-21

  40. Agents, legacy Chat mistral-vibe:mistral-vibe:m-legacy-agents-20261026

    Legacy Chat Agents have instructions/knowledge/tools and sharing, but cannot be called programmatically and are being replaced by Skills.

    Migration warning; configuration; sharing; Agents and API; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 542944a04b534264b9275f8181e3b7646cc00cade371ea6593f7e2ce42975836 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  41. Reuse work with Skills mistral-vibe:mistral-vibe:m-skills-20261026

    Skills package reusable instructions/resources and can be Workspace-shared or force-enabled by an administrator.

    Built-in skills; personal/Workspace; force-enable; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2f0b7278ab361694b57ff14e93efd7122bbb79dc84a57250a366092156f1b825 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  42. Admin connector controls mistral-vibe:mistral-vibe:m-admincon-20261026

    Admins can connect organization-level GitHub/Slack bot accounts and allow/restrict/block connector tools per Workspace.

    App Connections; credentials; permissions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cb054ecf6a8d510006abc7d3d67519376efb3d8f3afe1f4958733b2e6edb8298 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  43. Search the web mistral-vibe:mistral-vibe:m-web-20261026

    Work offers live web search with citations, Open URL and Deep Research as a Skill; generic search-processing location is not specified.

    Web search; news partners; Open URL; Deep Research; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5b610273811ca8dc13326556bfd819d407822bde50c8f72fc3d24db734321479 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  44. Code Interpreter mistral-vibe:mistral-vibe:m-interpreter-20261026

    Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files.

    Paid plans; isolated Python/TypeScript sandbox; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7010e49b18df7a09c06815a2d6a473387727dafaeba1600dbdfc2130add0fd79 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  45. Run Workflows mistral-vibe:mistral-vibe:m-workflows-20261026

    Developers build/publish coded Studio workflows which users invoke explicitly from Work; Skills are not deterministic workflows.

    Studio-built workflows; Skills vs Workflows; limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 f76422c0bf363fb3247af96cca668f446507fd25a4689a320b9546dc07176d6f on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  46. Safety and approvals mistral-vibe:mistral-vibe:m-safety-20261026

    Work exposes task progress and tool inputs/results; writes require approval unless preauthorized, and stop does not undo completed external actions.

    Continue/Always allow/Decline; stop; todos and tool calls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 d666f33e5341293b71de8e998b7c360c42ca2b44cd735749d071dffb3ad4e229 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  47. Microsoft Copilot Chat Privacy and Protections microsoft-copilot:ms-chat-privacy

    Copilot Chat has limited contextual work access, Exchange interaction logging, OneDrive uploads and a separate Bing web-query boundary.

    Grounding; organizational data; logging; generated files; EUDB · documented · Source date 2026-08-24 · Retrieved 2026-10-21

  48. Manage Microsoft Copilot Chat microsoft-copilot:ms-manage

    The Allow web search policy can target the tenant, groups and users and also applies to paid Copilot.

    Manage web search queries; Cloud Policy · documented · Source date not stated · Retrieved 2026-10-21

  49. User groups mistral-vibe:mistral-vibe:m-groups-20261026

    Enterprise groups assign roles/access to Workspaces, including externally managed identity-provider groups.

    Enterprise availability; externally managed groups; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 03c1b2de931a321ff17def3092c12f0b3ad8530165a22b9e3e747cdcbcbb318d on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  50. Schedule your most used Copilot prompts microsoft-copilot:ms-schedule

    Paid Copilot users can schedule up to ten prompts and edit, disable or delete schedules.

    Prerequisites; create; manage scheduled prompts · documented · Source date not stated · Retrieved 2026-10-21

  51. Schedule tasks mistral-vibe:mistral-vibe:m-schedule-20261026

    Work scheduling is public preview and time-triggered; unattended writes need preauthorization and no current event-trigger support is promised.

    Public Preview; time-based triggers; approvals; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e4c6a01ef68d7989ed26518a38cc835790d8f3215240c678de3434f6223a1e44 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  52. Get started with Copilot Cowork microsoft-copilot:ms-cowork

    Cowork requires paid Copilot and enabled usage billing, exposes tool steps, and supports action approval and pause/cancel controls.

    Prerequisites; watch Cowork work; approve actions · documented · Source date not stated · Retrieved 2026-10-21

  53. Microsoft 365 Copilot Chat API overview microsoft-copilot:ms-chat-api-r2

    The text Chat API preview requires each user to have the paid add-on, uses grounding/compliance, and excludes graphical/code/action skills.

    Licensing; preview terms; limitations · documented · Source date 2026-07-02 · Retrieved 2026-10-21

  54. Microsoft AI at Work roadmap microsoft-copilot:microsoft-copilot:r4-roadmap-work-iq

    The roadmap describes Work IQ API public preview with MCP, REST and A2A access to work context. This does not establish that the separate Chat API is an MCP server or confirm endpoint/plan prerequisites.

    April 30, Work IQ API public preview; October 15 legal announcement · vendor-claimed · Source date not stated · Retrieved 2026-10-26

  55. Agents, legacy Chat mistral-vibe:mistral-vibe:m-legacy-agents

    Legacy Chat Agents have instructions/knowledge/tools and sharing, but cannot be called programmatically and are being replaced by Skills.

    Migration warning; configuration; sharing; Agents and API · documented · Source date not stated · Retrieved 2026-10-21

  56. User provisioning with the Admin API mistral-vibe:mistral-vibe:m-provision

    An Enterprise Admin API supports user/group/Workspace lifecycle actions but requires separately enabled access.

    Enterprise access gate; users; groups; removal · documented · Source date not stated · Retrieved 2026-10-21

  57. Usage metrics with the Admin API mistral-vibe:mistral-vibe:m-usage-api

    Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent.

    Billing usage; lechat per-user/per-agent metrics · documented · Source date not stated · Retrieved 2026-10-21

  58. Microsoft Copilot Chat usage report microsoft-copilot:ms-chat-usage

    Unlicensed Copilot Chat usage is reported separately, anonymized by default, with per-user metrics and CSV export.

    Audience; metrics; export · documented · Source date not stated · Retrieved 2026-10-21

  59. Microsoft Copilot app deployment microsoft-copilot:microsoft-copilot:r4-mdm-deployment

    The Windows Copilot installer can be distributed through Intune, Configuration Manager, Group Policy or another MDM. Automatic Microsoft 365 Apps installation has EEA/government/channel exclusions. The article confirms the Microsoft Copilot rename.

    Deploy via any MDM; prevent automatic installation; rename note · documented · Source date not stated · Retrieved 2026-10-26

  60. Mistral Vibe product mistral-vibe:mistral-vibe:m-home

    Mistral combines Work/Chat and coding under Vibe and offers Enterprise on-premise/private-cloud deployments.

    FAQ: name, deployment, voice and integrations · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  61. Use Voice mode mistral-vibe:mistral-vibe:m-voice

    Voice prompts are transcribed on web/mobile; the guide lists DE/FR/IT and says Team/Enterprise voice is training-opted-out by default.

    Web/mobile; transcription; languages; privacy · documented · Source date not stated · Retrieved 2026-10-21

  62. Get started writing prompts in Microsoft Copilot microsoft-copilot:ms-writing-r2

    The support guide gives drafting and Word rewrite examples and separately requires the commercial Copilot subscription for work-data grounding.

    Scope note; draft/edit examples; work-content licence · documented · Source date not stated · Retrieved 2026-10-21

  63. Copilot Chat file-content translation microsoft-copilot:microsoft-copilot:r5-chat-translation

    Documents can be attached/referenced for prompted translation in Copilot Chat. The page documents tone and audience instructions, not a formatting-preservation guarantee or managed terminology glossary.

    Translate a file; tone/style/country examples · documented · Source date not stated · Retrieved 2026-10-26

  64. Word Translator and Copilot translation workflow microsoft-copilot:microsoft-copilot:r5-word-translation-boundary

    Word Translator creates a separate translated copy while retaining formatting; Copilot adapts wording, tone and audience. The page still asks users to review tables/layout after translation and does not make Translator the Copilot Chat engine.

    Translate a Word document with Translator; Rewrite translated content with AI; Review checks · documented · Source date 2026-09-16 · Retrieved 2026-10-26

  65. SharePoint document translation scope microsoft-copilot:microsoft-copilot:r5-sharepoint-translation

    SharePoint/OneDrive document processing offers format/structure-preserving translated copies, with 40 MB limits and file/permission restrictions. It is a separate service from Copilot Chat.

    Requirements; translated file copy; release limitations · documented · Source date 2026-04-23 · Retrieved 2026-10-26

  66. SharePoint terminology glossary microsoft-copilot:microsoft-copilot:r5-sharepoint-glossary

    Document processing accepts language-pair glossary files, including CSV/TSV/TAB/XLF, selected in its translation workflow. This does not establish a managed glossary in Copilot Chat.

    Create and use a custom glossary for document translation · documented · Source date not stated · Retrieved 2026-10-26

  67. Document processing separate metered billing microsoft-copilot:microsoft-copilot:r5-sharepoint-metering

    Document processing uses an Azure subscription/resource group and a pay-as-you-go meter. A Copilot seat alone is not evidence that the separate glossary translation service is included.

    Prerequisites; services list including document translation · documented · Source date 2025-08-04 · Retrieved 2026-10-26

  68. Set custom instructions mistral-vibe:mistral-vibe:m-instructions

    Users set persistent role/tone/output instructions; these are instructions to the model, not an independently enforced policy.

    Persistent preferences; tone; limitations · documented · Source date not stated · Retrieved 2026-10-21

  69. Configure Microsoft Copilot settings microsoft-copilot:microsoft-copilot:r4-image-admin

    Copilot Settings exposes an image-generation allow/prevent control. Available settings depend on licences, enabled features and rollout; AI Administrator is an example of the required admin role.

    Configure Copilot actions; Before you begin · documented · Source date not stated · Retrieved 2026-10-26

  70. Microsoft Product Terms for Online Services microsoft-copilot:microsoft-copilot:r4-online-service-terms

    Commercial use is limited to the licensing agreement and Microsoft reserves other rights. Reverse engineering is restricted. Generative-AI output is Customer Data and Microsoft does not own it; this is not a component-by-component source-licence inventory.

    Using the Online Services; Acceptable Use; Generative AI Output Content · documented · Source date not stated · Retrieved 2026-10-26

  71. Commercial terms of service mistral-vibe:mistral-vibe:m-commercial-20261026

    Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions.

    4 Training; 5 Rights; fees; regional governing law; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cf72086a4255c8704eadbc59bb26581dcaf2c3c4d5af8fd3f51261313e66d390 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  72. Get started with Copilot Voice microsoft-copilot:ms-voice

    Work/school dictation and read-aloud are documented, while Voice availability varies and feedback audio is removed after 48 hours.

    Feature/account matrix; work/school data and privacy · documented · Source date not stated · Retrieved 2026-10-21

  73. Use Voice mode mistral-vibe:mistral-vibe:m-voice-entitlement-correction

    Dictation is documented for web and mobile on all plans; the Team/Enterprise no-training default in this guide is specifically for voice messages.

    Opening availability paragraph; Privacy · documented · Source date not stated · Retrieved 2026-10-21

  74. Code interpreter security architecture microsoft-copilot:ms-code-r2

    Code interpreter in Copilot/eligible declarative agents runs Python analysis and charts in session-isolated Azure VMs with no network traffic.

    Availability; isolated Azure VM; Python analysis · documented · Source date 2025-11-26 · Retrieved 2026-10-21

  75. Copilot Chat privacy and protections microsoft-copilot:ms-chat-privacy-r2

    Managed work Chat logs prompts/responses in Exchange and places uploads in OneDrive for Business; generated Office files have separate download/storage paths.

    Exchange logging; OneDrive uploads; Office file generation · documented · Source date 2026-08-24 · Retrieved 2026-10-21

  76. Code Interpreter mistral-vibe:mistral-vibe:m-interpreter

    Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files.

    Paid plans; isolated Python/TypeScript sandbox · documented · Source date not stated · Retrieved 2026-10-21

  77. Create your first Workspace mistral-vibe:mistral-vibe:m-workspace-20261026

    An organization can have up to 500 active Workspaces; organization admins retain access to each Workspace.

    Workspace boundary; cap; administrator access; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 38dc85c7eccf438f1cf95c4ed94a21825fb86886403c46946b1a124710c71c02 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  78. Supported languages for Microsoft Copilot microsoft-copilot:ms-language

    The supported work/school language list includes English, German, French and Italian, with localization asserted by Microsoft.

    Work or school accounts; localization description · documented · Source date not stated · Retrieved 2026-10-21

  79. Mistral account password and 2FA settings mistral-vibe:mistral-vibe:account-mfa-20261026

    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.

    Manage multi-factor authentication, authenticator setup and recovery codes; HTTP 200, body SHA256 9b5a8da7485f1b58da8ab3060534e4a1f6cb2c60cc266a6c9e511cd4c330c7a7 · documented · Source date 2026-08-12 · Retrieved 2026-10-26

  80. Single sign-on mistral-vibe:mistral-vibe:m-sso-20261026

    Enterprise SSO uses SAML 2.0, explicitly not OIDC, and provisions users at first sign-in with optional seat assignment.

    Enterprise requirement; SAML 2.0; first sign-in; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7cfb898b71db3443ba264a673b8c2455840424eccd072f19573d6063d255a1c6 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  81. User groups mistral-vibe:mistral-vibe:m-groups

    Enterprise groups assign roles/access to Workspaces, including externally managed identity-provider groups.

    Enterprise availability; externally managed groups · documented · Source date not stated · Retrieved 2026-10-21

  82. Single sign-on mistral-vibe:mistral-vibe:m-sso

    Enterprise SSO uses SAML 2.0, explicitly not OIDC, and provisions users at first sign-in with optional seat assignment.

    Enterprise requirement; SAML 2.0; first sign-in · documented · Source date not stated · Retrieved 2026-10-21

  83. User management mistral-vibe:mistral-vibe:m-users

    Admins invite/remove members and assign product seats; removal from the organization removes Workspace permissions.

    Seats; removal; roles · documented · Source date not stated · Retrieved 2026-10-21

  84. Set up usage-based billing for Copilot Credits microsoft-copilot:ms-cost-setup

    The cost dashboard exposes policy and per-user monthly limits and consumes prepaid credit before PAYG overage.

    Roles; monthly limits; prepaid and PAYG · documented · Source date not stated · Retrieved 2026-10-21

  85. Microsoft Copilot usage report microsoft-copilot:ms-usage

    The paid report tracks adoption and application activity and hides identifying user, group and site fields by default.

    Report metrics and privacy note · documented · Source date not stated · Retrieved 2026-10-21

  86. Usage metrics with the Admin API mistral-vibe:mistral-vibe:m-usage-api-20261026

    Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent.

    Billing usage; lechat per-user/per-agent metrics; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 406f6ae09c2762cf72a004e5ed3c1f7d1065c3e72c2bc4ee89e5066f52b92a74 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  87. Workspace usage and limits mistral-vibe:mistral-vibe:m-limits-20261026

    Workspace caps default to none and support model/token/spend reporting; the defined limit action suspends API access.

    Spending cap; rate limits; usage breakdown; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c54c5e3d67d54e6a75d2c311603fb83246e6f5f93cbfa61cdc00345fc4d3066 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  88. Billing mistral-vibe:mistral-vibe:m-billing-20261026

    Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior.

    Credits; 402 exhaustion; monthly spending limit; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c4d5c9b62f949224e58d971fb6d0049ae350e3fc53662164f43725f08cd1f3d on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  89. Audit logs for Copilot and AI applications microsoft-copilot:ms-audit

    Enabled Purview Audit records Copilot admin changes, users, accessed resources, agent identifiers and policy metadata.

    Admin and user activities; common properties · documented · Source date not stated · Retrieved 2026-10-21

  90. Learn about auditing solutions in Microsoft Purview microsoft-copilot:ms-audit-standard

    Purview distinguishes standard audit retention from separately licensed longer-retention capabilities.

    Audit Standard and Premium retention · documented · Source date not stated · Retrieved 2026-10-21

  91. Learn about retention for Copilot and AI apps microsoft-copilot:ms-retention

    Copilot interaction copies live in hidden Exchange folders, can have Purview retention policies and remain subject to legal holds.

    What is included; mailbox retention flow; holds · documented · Source date not stated · Retrieved 2026-10-21

  92. Audit logs for Copilot and AI applications microsoft-copilot:microsoft-copilot:r4-audit-export

    Purview supports searching and exporting Copilot audit events, then filtering exported AppIdentity values. This is metadata export, not a claim that audit events contain full prompts and responses.

    Accessing Copilot audit logs; Next steps · documented · Source date 2026-08-26 · Retrieved 2026-10-26

  93. Microsoft 365 usage reports in Microsoft Graph microsoft-copilot:microsoft-copilot:r4-audit-api

    The document identifies EXO Search-UnifiedAuditLog CSV export and Office 365 Management Activity API streaming to SIEM for CopilotInteraction events. It distinguishes these from Graph usage-report APIs.

    Programmatically export unlicensed Copilot Chat usage · documented · Source date 2025-12-23 · Retrieved 2026-10-26

  94. Audit logs overview mistral-vibe:mistral-vibe:m-audit

    Enterprise audit records administrative/authentication and conversation lifecycle events; this guide explicitly says log export is unsupported.

    Enterprise availability; captured activities; limitations · documented · Source date not stated · Retrieved 2026-10-21

  95. Audit logs reference mistral-vibe:mistral-vibe:m-audit-ref

    The reference defines actor, target and event fields, but event names do not prove full prompt-body capture or retention.

    Event types and response fields · documented · Source date not stated · Retrieved 2026-10-21

  96. Learn about the default DLP policy for Microsoft 365 Copilot location microsoft-copilot:ms-dlp-default

    The default sensitive-prompt DLP policy simulates and alerts rather than blocking until configured otherwise.

    Simulation mode default · documented · Source date not stated · Retrieved 2026-10-21

  97. Purview DLP for Copilot and Cowork microsoft-copilot:microsoft-copilot:r4-custom-dlp-types

    Prompt blocking supports built-in and custom sensitive-information types in preview with tenant rollout caveats. Uploaded-file contents are not scanned by this Copilot DLP location.

    Block sensitive information types in prompts; Files uploaded in prompts; Availability · documented · Source date not stated · Retrieved 2026-10-26

  98. Enterprise data protection in Microsoft Copilot and Microsoft Copilot Chat microsoft-copilot:ms-edp

    Enterprise data protection applies Microsoft DPA/Product Terms and documents encryption and tenant separation.

    DPA; protection of prompts and responses · documented · Source date not stated · Retrieved 2026-10-21

  99. What is the EU Data Boundary? microsoft-copilot:ms-eudb

    The EU/EFTA boundary covers customer data and pseudonymized personal logs subject to transfer exceptions, with professional-services data committed at rest.

    Overview; logs; countries; configuration · documented · Source date 2025-02-26 · Retrieved 2026-10-21

  100. Where is data stored? mistral-vibe:mistral-vibe:m-location

    Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers.

    EU default; feature transfers; Enterprise controls · documented · Source date 2026-08-12 · Retrieved 2026-10-21

  101. Microsoft Copilot no-training statement microsoft-copilot:ms-no-training

    Microsoft states that prompts, responses and Graph data do not train foundation models and that the Copilot service opts out of Azure OpenAI abuse monitoring.

    Important; abuse monitoring · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  102. Connect tools with Connectors mistral-vibe:mistral-vibe:m-connectors

    Featured connectors use OAuth and live retrieval; source content and conversations have separately stated storage/training policies.

    Featured connectors; approval; data and privacy · documented · Source date not stated · Retrieved 2026-10-21

  103. Zero data retention mistral-vibe:mistral-vibe:m-zdr

    ZDR covers approved stateless paid API routes and explicitly excludes Vibe Work/Chat, libraries, conversations and agents.

    Coverage; exclusions; request · documented · Source date not stated · Retrieved 2026-10-21

  104. Do you use user data for model training? mistral-vibe:mistral-vibe:m-training

    Enterprise defaults to training opt-out, generic Vibe defaults differ, and submitted feedback can authorize related-data use.

    Controls on Vibe; Enterprise; feedback · documented · Source date 2026-08-31 · Retrieved 2026-10-21

  105. Training opt-out controls mistral-vibe:mistral-vibe:m-optout

    The September article says Team admins may disable training and Enterprise defaults to opt-out; Vibe and API controls are separate.

    Vibe, Team and Enterprise; separate API toggle · documented · Source date 2026-09-03 · Retrieved 2026-10-21

  106. Commercial terms of service mistral-vibe:mistral-vibe:m-commercial

    Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions.

    4 Training; 5 Rights; fees; regional governing law · documented · Source date not stated · Retrieved 2026-10-21

  107. Learn about retention for Copilot and AI apps microsoft-copilot:ms-retention-r2

    Purview governs Exchange copies of AI interactions and holds, with asynchronous deletion processing distinct from uploaded-file storage.

    Interaction storage; retention/hold processing; deleted users · documented · Source date 2025-09-26 · Retrieved 2026-10-21

  108. Can I delete a chat conversation? mistral-vibe:mistral-vibe:m-delete-20261026

    User-visible deletion is irreversible but backend copies can remain for legal, policy and monitoring purposes.

    Manual deletion; backend retention; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e5e32e605a4886b543b62a4efcbe743bcb55a66a560c26540fd49b38269172e5 on 2026-10-26 · documented · Source date 2026-08-12 · Retrieved 2026-10-26

  109. Data Processing Addendum mistral-vibe:mistral-vibe:m-dpa-20261026

    The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination.

    Definitions; subprocessors; 10 Return/destruction; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 b578ac8d9fbe2ccebf7a70e127c5b3052d24219c6195cf7ffb97a71d051552f7 on 2026-10-26 · documented · Source date 2026-07-27 · Retrieved 2026-10-26

  110. How long is data stored? mistral-vibe:mistral-vibe:m-retention-20261026

    Retention differs by data type; account identity, technical and invoicing records can outlast the user contract.

    Account/technical/legal retention examples; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2c1a0e2ffbc481905cedc6f24e4831034ae1eec0dfc566ceecbcf8633390f8fe on 2026-10-26 · documented · Source date 2026-08-12 · Retrieved 2026-10-26

  111. Overview of AI Subprocessors microsoft-copilot:ms-subprocessors

    Microsoft links its Online Services Subprocessors List and subscriptions for change notifications.

    Subprocessor governance; customer notification · documented · Source date 2026-08-18 · Retrieved 2026-10-21

  112. Where is data stored? mistral-vibe:mistral-vibe:m-location-20261026

    Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers.

    EU default; feature transfers; Enterprise controls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6e6c908ef3d6f98376804f8bc0da9a4869329875eca81dff6fc211c329412509 on 2026-10-26 · documented · Source date 2026-08-12 · Retrieved 2026-10-26

  113. Data Processing Addendum mistral-vibe:mistral-vibe:m-dpa

    The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination.

    Definitions; subprocessors; 10 Return/destruction · documented · Source date 2026-07-27 · Retrieved 2026-10-21

  114. Microsoft Service Trust Portal access microsoft-copilot:microsoft-copilot:r4-report-access

    Microsoft publishes external audit reports and third-party penetration-test attestations in STP; some downloads require an Entra organization account and acceptance of the compliance-material NDA. No report was downloaded.

    Accessing the Service Trust Portal; Reports, Whitepapers and Artifacts · documented · Source date not stated · Retrieved 2026-10-26

  115. BSI certificate registry: Microsoft 365 ISMS IS 552878 microsoft-copilot:microsoft-copilot:r5-bsi-iso27001

    BSI registry verifies Microsoft Corporation IS 552878 for the Microsoft 365 services ISMS, development, operations and PII protection, with a February 14, 2024 applicability statement. It does not name Copilot separately.

    ISO/IEC 27001:2022; Microsoft Corporation; scope and effective/expiry dates · certificate-verified · Source date 2024-07-26 · Retrieved 2026-10-26
    Issuer: BSI. Scope: Microsoft Corporation; Microsoft 365 services ISMS, development, operations and PII protection; Statement of Applicability dated 2024-02-14. No explicit Copilot-specific scope list was obtained from this registry entry.. Valid 2024-07-29 to 2027-07-28

  116. BSI certificate registry: Microsoft 365 privacy PM 741035 microsoft-copilot:microsoft-copilot:r5-bsi-iso27701

    BSI verifies the Microsoft 365 services processor privacy-management scope, referring to IS 552878 and the February 14, 2024 applicability statement. Copilot-specific applicability is not independently enumerated.

    ISO/IEC 27701:2019; processor scope; effective/expiry dates · certificate-verified · Source date 2024-07-26 · Retrieved 2026-10-26
    Issuer: BSI. Scope: Microsoft Corporation; Microsoft 365 services ISMS, development, operations, support and PII protection as a processor; Statement of Applicability dated 2024-02-14; references IS 552878. Not a separately enumerated Copilot certificate.. Valid 2024-07-29 to 2027-07-28

  117. Copilot Microsoft 365 compliance relationship microsoft-copilot:microsoft-copilot:r5-copilot-compliance-boundary

    Microsoft includes Copilot in its existing Microsoft 365 privacy/security/compliance commitments and lists ISO 27001/42001. This is vendor scope documentation, not the issuer’s Copilot-specific certificate schedule.

    Meeting regulatory compliance requirements · documented · Source date not stated · Retrieved 2026-10-26

  118. Microsoft public ISO 42001 service scope microsoft-copilot:microsoft-copilot:r5-iso42001-scope

    Microsoft explicitly lists Copilot and Copilot Chat in its ISO 42001 service scope. The public page points to STP but does not provide an issuer/certificate validity interval for those products.

    Microsoft AI services in scope; report route · vendor-claimed · Source date 2026-09-11 · Retrieved 2026-10-26

  119. SOC 2 and ISO certification help mistral-vibe:mistral-vibe:m-cert

    Mistral claims SOC 2 Type II and ISO 27001/27701 and directs report requests to its Trust Center; underlying reports were not retrieved.

    Claim and report-request path · vendor-claimed · Source date 2026-08-12 · Retrieved 2026-10-21

  120. Microsoft Copilot - Pläne und Preise für Unternehmen microsoft-copilot:ms-price-de

    The German page lists EUR 26 per user per month billed annually excluding VAT, plus a qualifying M365 subscription.

    Paid Microsoft 365 Copilot price card and tax notice · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  121. Billing rates and management microsoft-copilot:ms-credit-rates

    Studio billing uses feature-dependent credits, with qualifying paid-user assistive scenarios listed at no charge.

    Copilot Credits billing table · documented · Source date not stated · Retrieved 2026-10-21

  122. Billing mistral-vibe:mistral-vibe:m-billing

    Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior.

    Credits; 402 exhaustion; monthly spending limit · documented · Source date not stated · Retrieved 2026-10-21

  123. Euro foreign exchange reference rates microsoft-copilot:fx-20261020

    ECB historical XML retrieved directly confirms EUR 1 = USD 1.1215 and CHF 0.9237 for 2026-10-20.

    Cube time=2026-10-20; USD and CHF entries · documented · Source date 2026-10-20 · Retrieved 2026-10-21

  124. ECB historical euro reference rates mistral-vibe:mistral-vibe:fx-ecb

    EUR 1 equals USD 1.1215 and CHF 0.9237 on the agreed reference date.

    Cube time=2026-10-20, USD and CHF · documented · Source date 2026-10-20 · Retrieved 2026-10-21

  125. Export data from Vibe mistral-vibe:mistral-vibe:m-export-20261026

    The help article documents a personal-data download tool without specifying a complete admin migration package.

    Personal-data export button; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7720137dff42f992da58d1fb0285c3c3148aa82682a597c9d155968b53feba05 on 2026-10-26 · documented · Source date 2026-08-12 · Retrieved 2026-10-26

  126. Spreadsheets mistral-vibe:mistral-vibe:m-sheets-20261026

    Paid Work supports spreadsheet generation/editing and downloadable XLSX output; fidelity requires testing.

    Paid-plan availability; formulas; export; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6d2da02b3a2bb619965459522efa076d818db859fc89ab6b7b652abb2a89476a on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  127. Copilot support and feedback microsoft-copilot:microsoft-copilot:r4-support-channels

    Copilot extensibility support directs general questions to Microsoft Q&A and service/development issues to Admin Center Help and Support; service requests depend on Premier/Unified support agreement.

    Developer support channels · documented · Source date 2026-01-22 · Retrieved 2026-10-26

  128. Microsoft Copilot Skilling Center microsoft-copilot:ms-training

    Microsoft publishes admin and user learning resources and links its Champion programme.

    Role-based resources; Academy; Champions · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  129. Le Chat is now Vibe mistral-vibe:mistral-vibe:m-rename

    The August 12 notice renames Le Chat to Vibe while preserving accounts, plans and conversations.

    What changed; modes; account continuity · documented · Source date 2026-08-12 · Retrieved 2026-10-21