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Agent-readable comparison

Gemini Enterprise 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. 48 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.

Gemini Enterprise

Agent cross-checked Support: partial

In the Standard/Plus Enterprise app, Google models and opt-in, separately billed Claude models are documented; this finding excludes the universal-agent rollout.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus app model picker; excludes Starter, Workspace Gemini and the universal-agent early-access experience; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us and eu; partner models excluded from in-country regions; os=not specified.

Limitations

  • Gemini 3.1 Pro is limited availability; paid partner models are disabled by default.
  • October 15 Enterprise release notes explicitly announce Claude GA for this app. The marketing universal-agent experience describes third-party choice as early access; its entitlement is outside this claim. The listed Google models include limited-availability Gemini 3.1 Pro, so no single GA state is asserted for the whole model list.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-locations, gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-releases.

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.

Gemini Enterprise

Agent cross-checked Support: partial

A dated product changelog establishes model arrivals and regional removals; a comparable three-release lag dataset was not obtained.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: release_lag_days, version_pinning.
  • release_lag_days What was the lag for each of the last three major releases, per provider? [unknown]: Unknown. Enterprise arrival dates exist, but provider GA dates for three recent major releases per offered provider were not assembled; no median is calculated.
  • changelog Is there a dated public model changelog? [supported]: The public release log dates model changes, including Claude app availability on 2026-10-15. Sources: gemini-enterprise:gemini-enterprise:g-releases.
  • deprecation_notice How much notice is given before a model is removed? [partial]: Notes include an announced 14-day Flash removal that was postponed, and a 2026-10-20 regional Pro removal; no uniform guaranteed notice was established. Sources: gemini-enterprise:gemini-enterprise:g-releases.
  • version_pinning Can an admin keep an older model version? [unknown]: Unknown. The model-toggle and release guides do not promise retention of a particular older model revision.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-releases.

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.

Gemini Enterprise

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.

Gemini Enterprise

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.

Gemini Enterprise

Agent cross-checked Support: partial

App model toggles, shared pools and optional single-user quota limits are documented; group model/data allowlists remain unverified.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; 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. Model toggles are app-level in the retrieved guide; a two-group restriction test and direct group-level model policy were not verified.
  • data_bound_models Can admins restrict which models receive connector or knowledge content? [unknown]: Unknown. No source-to-model routing restriction was established in the model and connector guides.
  • default_model Can admins set the default model? [unknown]: Unknown. Auto is documented as the user-facing default, but an administrator-set default model was not established.
  • user_limits What per-user message or token limits apply, and are they published? [supported]: Standard/Plus retain shared edition/project/location pools of 160/200 assistant queries per seat/day. Since October 22, admins can also configure a single-user quota multiplier for an edition/location. AI developer tools are excluded from that multiplier. Sources: gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:r4-single-user-quotas, gemini-enterprise:gemini-enterprise:r4-single-user-enforcement.
  • limit_behaviour What happens when a limit is reached? [supported]: A single-user limit can stop the exhausted feature for that user while other features/users continue within the pool; overage configuration changes exhaustion behavior. A depleted shared pool needs paid overages, and project spend caps retain delayed enforcement. Sources: gemini-enterprise:gemini-enterprise:r4-single-user-enforcement, gemini-enterprise:gemini-enterprise:g-budget.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:g-budget, gemini-enterprise:gemini-enterprise:r4-single-user-quotas, gemini-enterprise:gemini-enterprise:r4-single-user-enforcement.

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.

Gemini Enterprise

Agent cross-checked Support: partial

The assistant accepts common documents and multimodal files; spreadsheet processing can run code, subject to byte and context limits.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: ocr.
  • formats Which formats are accepted? [supported]: PDF, DOCX, XLSX, CSV, PPTX, TXT, Markdown, JSON, common code files, PNG/JPEG, MP4 and MP3 are listed. Sources: gemini-enterprise:gemini-enterprise:g-chat.
  • limits What size and count limits apply per file and chat? [partial]: Examples: PDF/PPTX 100 MB, XLSX 50 MB decompressed, CSV 7 MB, DOCX 3 MB, images 30 MB, audio/video 200 MB; combined chat context is 800,000 tokens. File-count limit was not established. Sources: gemini-enterprise:gemini-enterprise:g-chat.
  • ocr Are scanned PDFs read? [unknown]: Unknown. The upload guide lists PDF support, but a scanned-PDF fixture was not run and chat OCR completeness was not established.
  • spreadsheets Are Excel tables read with structure intact? [partial]: The guide describes conversion of each worksheet into a table and code-based analysis for large sheets; formula/layout fidelity was not tested. Sources: gemini-enterprise:gemini-enterprise:g-chat.
  • full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [partial]: Direct attachments consume combined context; indexed data stores use retrieval instead. The exact visible coverage of each uploaded long file was not tested. Sources: gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-connect-overview.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-connect-overview.

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.

Gemini Enterprise

Agent cross-checked Support: supported

Projects retain shared knowledge and custom agents accept attached knowledge, with separate limits.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-projects, gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-editions, gemini-enterprise:gemini-enterprise:g-agents.

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).

Gemini Enterprise

Agent cross-checked Support: supported

Google lists enterprise connectors by individual launch stage; a source connector is distinct from an Office add-in.

Availability: unknown · Delivery: official-integration
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-connectors, gemini-enterprise:gemini-enterprise:g-selfhosted-data, gemini-enterprise:gemini-enterprise:g-connect-overview.

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.

Gemini Enterprise

Agent cross-checked Support: partial

The docs describe permission-aware retrieval and source-label inspection; enforcement after revocation has not been observed.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: revocation_delay, admin_scope_controls.
  • source_permissions_respected Are source permissions enforced per user? [partial]: Docs promise per-user access; projects preserve linked-source ACLs. No two-user restricted-document test was run. Sources: gemini-enterprise:gemini-enterprise:g-projects, gemini-enterprise:gemini-enterprise:g-connect-overview.
  • enforcement_point Does the source system, a mirrored index or nothing enforce them? [supported]: Ingested stores synchronize identity/ACL data; federated stores query sources. Exact enforcement differs by connector. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview.
  • revocation_delay How quickly does a removed permission take effect? [unknown]: Unknown. Identity sync schedules are configurable, but no end-to-end permission-revocation propagation test was run.
  • admin_scope_controls Can admins exclude sites, folders or labels? [unknown]: Unknown. Connector configuration varies; a complete verified site/folder exclusion matrix was not obtained.
  • sensitivity_labels Are Microsoft Purview or similar labels respected? [supported]: Sensitive Data Protection can inspect Microsoft sensitivity and Workspace metadata labels; encrypted Microsoft files cannot be decrypted for inspection. Sources: gemini-enterprise:gemini-enterprise:g-dlp.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-projects, gemini-enterprise:gemini-enterprise:g-connect-overview, gemini-enterprise:gemini-enterprise:g-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.

Gemini Enterprise

Agent cross-checked Support: partial

Both federated and copied-index connectors exist; deletion and ACL freshness must be scoped to the connector and sync mode.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • The partial atomic answers state their documentation or verification limits.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview, gemini-enterprise:gemini-enterprise:g-locations.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Source panels and citation chips are documented; retrieval quality remains unmeasured.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: citation_accuracy, cross_language, no_answer_behaviour, observed_accuracy.
  • citations Are answers linked to specific sources? [supported]: Answers expose a Sources panel and inline citations with supporting-result highlighting. Sources: gemini-enterprise:gemini-enterprise:g-chat.
  • citation_accuracy Do the cited passages support the answer? [unknown]: Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome.
  • cross_language Does a question in one language find documents in another? [unknown]: Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome.
  • no_answer_behaviour Does it say when the corpus has no answer? [unknown]: Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome.
  • observed_accuracy How many of the question set were answered correctly? [unknown]: Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-chat.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Users control saved memories and personal profiles; administrators can disable app-wide memory.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • The partial atomic answers state their documentation or verification limits.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-personalization.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Custom chat agents have instructions, knowledge and tools; app controls govern creation and sharing.

Availability: beta · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • The edition comparison labels no-code agent tools preview; individual features have separate release stages.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-agents, gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-workflow, gemini-enterprise:gemini-enterprise:g-start.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Connector actions and remote MCP integrations are documented, with user or service-agent authentication by route.

Availability: beta · Delivery: official-integration
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • The partial atomic answers state their documentation or verification limits.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-start, gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-mcp, gemini-enterprise:gemini-enterprise:g-connectors, gemini-enterprise:gemini-enterprise:g-actions.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Web grounding and Deep Research are documented; Google Search and Enterprise web grounding have different residency treatment.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • The partial atomic answers state their documentation or verification limits.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-configure, gemini-enterprise:gemini-enterprise:g-locations, gemini-enterprise:gemini-enterprise:g-research, gemini-enterprise:gemini-enterprise:g-chat.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Workflow Builder supports no-code/low-code chains; scheduled chat agents have a recurring credential-renewal requirement.

Availability: beta · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: event_triggers.
  • workflow_builder Is there a workflow or chain builder? [supported]: Business users build chat agents and multi-step workflows using natural language and a visual editor. Sources: gemini-enterprise:gemini-enterprise:g-workflow.
  • scheduled_tasks Can prompts or assistants run on a schedule? [supported]: Non-workflow chat agents can run recurring personal tasks in multi-regions; schedules need manual credential refresh every 14 days. Sources: gemini-enterprise:gemini-enterprise:g-schedule.
  • event_triggers Can external events start a workflow? [unknown]: Unknown. Workflow documentation mentions triggers, but a verified matrix of external event types, required plans and authenticated execution boundaries was not obtained.
  • builder_audience Is building aimed at business users, IT or developers? [supported]: The documented builder supports business users through no-code interaction and more technical low-code workflow work. Sources: gemini-enterprise:gemini-enterprise:g-workflow.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-workflow, gemini-enterprise:gemini-enterprise:g-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.

Gemini Enterprise

Agent cross-checked Support: partial

The assistant documents multi-step tool execution and visible activity; autonomous-action safety boundaries are only partly established.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: stop_control.
  • agent_mode Is there an agent mode for multi-step tasks? [partial]: Agents plan/search across tools and connectors; no shared multi-step fixture task was executed. Sources: gemini-enterprise:gemini-enterprise:g-workflow, gemini-enterprise:gemini-enterprise:g-research.
  • visible_steps Are steps and tool calls shown? [supported]: Chat shows a plan explanation and expandable tool execution activity; this is not disclosure of raw model chain-of-thought. Sources: gemini-enterprise:gemini-enterprise:g-chat.
  • side_effect_confirmation Must the user confirm actions with side effects? [partial]: Scheduled chat agents restrict other-person actions and document paused-run approval. A consistent rule for all interactive mutations was not verified. Sources: gemini-enterprise:gemini-enterprise:g-schedule.
  • stop_control Can the user stop a running task? [unknown]: Unknown. A documented universal stop/cancel control for running agents was not established from the app and workflow guides.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-workflow, gemini-enterprise:gemini-enterprise:g-research, gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-schedule.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Discovery Engine documents programmatic assistant and knowledge operations; parity with all UI governance remains open.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise Discovery Engine API; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: mcp_server.
  • chat_api Is there an API for chat and assistants? [supported]: The public REST reference lists assistants, agent operations and conversational/search resources; methods span API versions. Sources: gemini-enterprise:gemini-enterprise:g-api.
  • knowledge_api Can documents be loaded through an API? [supported]: Data-store document resources support programmatic knowledge operations. Sources: gemini-enterprise:gemini-enterprise:g-api.
  • api_governance Do audit, budgets and model rules apply to API use? [partial]: Google identity/IAM and method-specific audit logging apply; complete parity for every seat quota, model policy and budget route was not tested. Sources: gemini-enterprise:gemini-enterprise:g-api-auth, gemini-enterprise:gemini-enterprise:g-audit.
  • mcp_server Does the product expose itself to other agents over MCP? [unknown]: Unknown. A custom-MCP client integration is documented; a supported MCP server exposing the entire Enterprise product was not established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-api, gemini-enterprise:gemini-enterprise:g-api-auth, gemini-enterprise:gemini-enterprise:g-audit.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Web and managed mobile access are documented; desktop-app availability is entangled with the wider early-access rollout.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace, Gemini Enterprise mobile app; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: desktop_apps, browser_extension.
  • web Is a full web client available? [supported]: The Enterprise web app is a documented access path. Sources: gemini-enterprise:gemini-enterprise:g-start.
  • desktop_apps Windows and macOS apps? [unknown]: Unknown. The wider marketing page describes desktop early access, but a released Standard/Plus desktop application and its precise entitlement were not established.
  • mobile_apps iOS and Android apps with SSO? [supported]: The mobile setup supports iOS/Android MDM configuration with Google and third-party identities. Sources: gemini-enterprise:gemini-enterprise:g-mobile.
  • browser_extension Is there a browser extension or sidebar? [unknown]: Unknown. Chrome address-bar integration appears in historical release notes, but current extension package, licence and feature parity were not reverified.
  • managed_deployment Can IT deploy and configure clients through MDM? [supported]: Admins can distribute/configure mobile access using MDM configuration keys, QR codes or links. Sources: gemini-enterprise:gemini-enterprise:g-mobile.
  • client_feature_gaps Which features are missing on mobile? [partial]: Canvas is explicitly unavailable on mobile; a complete web/mobile parity matrix was not obtained. Sources: gemini-enterprise:gemini-enterprise:g-canvas.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-start, gemini-enterprise:gemini-enterprise:g-mobile, gemini-enterprise:gemini-enterprise:g-canvas.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Gemini Enterprise agent access in a Workspace side panel and a custom Gmail/Chat add-on route are documented. Exact native editor coverage and Office clients remain unverified.

Availability: unknown · Delivery: official-integration
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace, Gemini Enterprise Discovery Engine API, Gemini Enterprise agents in Workspace side panel or customer-built Workspace add-on; version=Public Workspace admin guide and official Gemini Enterprise integration codelab retrieved 2026-10-26; plan=Gemini Enterprise Standard/Plus and separately eligible Google Workspace accounts for the documented custom integration; native per-editor entitlement matrix unverified; add_ons=Separate Google Workspace account/subscription, Customer-built Apps Script add-on and Cloud project/API permissions where using the codelab route; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • The official sample demonstrates Gmail/Chat and calls Docs/Sheets/Slides extension targets; no per-editor deployment or entitlement fixture was run.
  • Side-panel agent availability is documented, but a full shipped native editor feature matrix and Word/Excel/PowerPoint/Outlook/Teams assistant clients remain unverified.
  • The custom add-on requires deployment, authentication/permissions and production hardening; connector actions alone do not establish an embedded editor.
  • word_excel_powerpoint Does it work inside Word, Excel and PowerPoint? [unknown]: Unresolved on 2026-10-26. Searched https://cloud.google.com/gemini-enterprise/faq , https://docs.cloud.google.com/gemini/enterprise/docs/connectors/ms-teams , https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users and https://codelabs.developers.google.com/ge-gws-agents . The documented Microsoft routes are connector search/actions, while the demonstrated embedded UI is a customer-built Google Workspace add-on. No first-party native Office/Outlook/Teams assistant client and its in-editor data/consent contract were established.
  • outlook Does it work inside Outlook? [unknown]: Unresolved on 2026-10-26. Searched https://cloud.google.com/gemini-enterprise/faq , https://docs.cloud.google.com/gemini/enterprise/docs/connectors/ms-teams , https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users and https://codelabs.developers.google.com/ge-gws-agents . The documented Microsoft routes are connector search/actions, while the demonstrated embedded UI is a customer-built Google Workspace add-on. No first-party native Office/Outlook/Teams assistant client and its in-editor data/consent contract were established.
  • teams Is there a Teams app or bot? [unknown]: Unresolved on 2026-10-26. Searched https://cloud.google.com/gemini-enterprise/faq , https://docs.cloud.google.com/gemini/enterprise/docs/connectors/ms-teams , https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users and https://codelabs.developers.google.com/ge-gws-agents . The documented Microsoft routes are connector search/actions, while the demonstrated embedded UI is a customer-built Google Workspace add-on. No first-party native Office/Outlook/Teams assistant client and its in-editor data/consent contract were established.
  • google_workspace_apps Does it work inside Docs, Sheets or Gmail? [partial]: Google’s admin guide explicitly permits Gemini Enterprise agents in a side panel for enabled licensed users. An official codelab demonstrates a custom Apps Script/StreamAssist add-on in Gmail and Chat with current-message context; Docs/Sheets/Slides are stated extension targets. A shipped native editing contract for each editor was not established, and the distinct Gemini-in-Workspace product is not inherited. Sources: gemini-enterprise:gemini-enterprise:r5-workspace-agent-access, gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon, gemini-enterprise:gemini-enterprise:r5-offer-boundaries.
  • licence_prerequisites Which licences or consents are needed? [partial]: Gemini Enterprise licences are separate from Google Workspace subscriptions. The custom integration tutorial requires enabled Enterprise Standard/Plus, a billed Cloud project, Workspace Business/Enterprise with Chat and smart features, and authorized APIs/scopes. Workspace admins separately control service access and Workspace-data access; these prerequisites do not license an embedded Office client. Sources: gemini-enterprise:gemini-enterprise:r5-workspace-agent-access, gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: gemini-enterprise:gemini-enterprise:r5-workspace-agent-access, gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon, gemini-enterprise:gemini-enterprise:r5-offer-boundaries.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Canvas provides tone/length adjustments and instructed rewriting. Layout-preserving document translation, a dedicated engine and a corporate glossary in the Enterprise app remain unverified.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Canvas editing and DOCX/PDF export do not establish preserved source-document layout during translation.
  • Cloud Translation Advanced documents formatted-document translation and glossaries as a separate API; no included Enterprise-app feature or engine relationship was verified.
  • No shared DE-to-FR/IT translation, terminology or Swiss-language fixture was run.
  • document_translation Can whole documents be translated with formatting kept? [unknown]: Unresolved on 2026-10-26. Re-read https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas , https://cloud.google.com/gemini-enterprise/faq and https://docs.cloud.google.com/translate/docs/advanced/translate-documents , with targeted Enterprise-doc searches for translation/glossary. Canvas documents generation/editing/export, not a source-layout-preserving translation or maintained company glossary. Cloud Translation Advanced is a separate API with project/authentication prerequisites; no built-in or included Enterprise-app mapping was established. No shared translation/glossary fixture was run.
  • translation_engine Which engine translates? [unknown]: Unresolved on 2026-10-26. Re-read https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas , https://cloud.google.com/gemini-enterprise/faq and https://docs.cloud.google.com/translate/docs/advanced/translate-documents , with targeted Enterprise-doc searches for translation/glossary. Canvas documents generation/editing/export, not a source-layout-preserving translation or maintained company glossary. Cloud Translation Advanced is a separate API with project/authentication prerequisites; no built-in or included Enterprise-app mapping was established. No shared translation/glossary fixture was run.
  • glossaries Are company glossaries supported? [unknown]: Unresolved on 2026-10-26. Re-read https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas , https://cloud.google.com/gemini-enterprise/faq and https://docs.cloud.google.com/translate/docs/advanced/translate-documents , with targeted Enterprise-doc searches for translation/glossary. Canvas documents generation/editing/export, not a source-layout-preserving translation or maintained company glossary. Cloud Translation Advanced is a separate API with project/authentication prerequisites; no built-in or included Enterprise-app mapping was established. No shared translation/glossary fixture was run.
  • formality_and_variants Can formality and regional variants (de-CH) be set? [partial]: Canvas provides a Change tone slider and selected-text instructions, so tone can be adjusted. A documented de-CH variant preset, deterministic terminology control or Swiss-language quality result was not established. Sources: gemini-enterprise:gemini-enterprise:r5-canvas-tone.
  • writing_tools Are dedicated rewrite and proofreading tools available? [supported]: Canvas supports direct edits, selected-text rewriting and tone/length adjustments with exported editable documents. Sources: gemini-enterprise:gemini-enterprise:g-canvas.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: gemini-enterprise:gemini-enterprise:g-canvas, gemini-enterprise:gemini-enterprise:r5-canvas-tone, gemini-enterprise:gemini-enterprise:r5-translation-separate-api.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Admins can enable image models; location and paid-usage conditions vary.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: image_editing.
  • image_generation Can users generate images, with which models? [supported]: Listed image options are Gemini 2.5 Flash image, Gemini 3 Pro image and Gemini 3.1 Flash image; Nano Banana Pro is global-only. Sources: gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-locations.
  • image_editing Can users edit uploaded images? [unknown]: Unknown. General image generation is documented; precise uploaded-image editing/inpainting controls and per-model entitlement were not established.
  • admin_control Can admins restrict image generation? [supported]: App feature controls enable/disable image generation and select the image model. Sources: gemini-enterprise:gemini-enterprise:g-features.
  • usage_terms What usage rights apply to output? [partial]: Google Cloud Generated Output terms apply; third-party links and underlying rights are not transferred by the service terms. Sources: gemini-enterprise:gemini-enterprise:g-terms.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-locations, gemini-enterprise:gemini-enterprise:g-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.

Gemini Enterprise

Agent cross-checked Support: partial

Web dictation and mobile read-aloud are documented; live conversation and meeting workflow scope remain unverified.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace, Gemini Enterprise mobile app; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: voice_conversation, meeting_summaries, swiss_german_speech.
  • dictation Can users dictate prompts? [supported]: Admin-enabled web speech-to-text transcribes prompts; the guide states recordings are not stored. Sources: gemini-enterprise:gemini-enterprise:g-chat.
  • read_aloud Can answers be read aloud? [supported]: The mobile app can read generated answers aloud. Sources: gemini-enterprise:gemini-enterprise:g-use-mobile.
  • voice_conversation Is a live voice mode available? [unknown]: Unknown. No Enterprise-app-specific source or fixture established this voice/meeting behavior; generic Gemini Live API and Workspace Meet features were not carried over.
  • meeting_summaries Are meetings transcribed and summarised? [unknown]: Unknown. No Enterprise-app-specific source or fixture established this voice/meeting behavior; generic Gemini Live API and Workspace Meet features were not carried over.
  • swiss_german_speech Is Swiss German speech recognised? [unknown]: Unknown. No Enterprise-app-specific source or fixture established this voice/meeting behavior; generic Gemini Live API and Workspace Meet features were not carried over.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-use-mobile.

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.

Gemini Enterprise

Agent cross-checked Support: partial

The assistant documents spreadsheet code execution and Canvas document/slide exports.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: charts.
  • data_analysis Can it analyse spreadsheets with executed code? [partial]: Large XLSX/CSV files are analyzed with executed code and the guide says the executed code is displayed; fixture correctness was not tested. Sources: gemini-enterprise:gemini-enterprise:g-chat.
  • charts Can it produce charts? [unknown]: Unknown. A chart-generation example with downloadable/editable output was not verified through the shared spreadsheet fixture.
  • office_file_output Can it create Word, Excel or PowerPoint files? [partial]: Canvas exports DOCX documents and PowerPoint slides, plus PDF/Google formats. Native XLSX output was not established. Sources: gemini-enterprise:gemini-enterprise:g-canvas.
  • canvas_editing Is there a document or canvas editor for iterating on output? [supported]: The web Canvas supports manual formatting and AI edits; each slide update produces a new artifact rather than modifying the old one. Sources: gemini-enterprise:gemini-enterprise:g-canvas.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-canvas.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Projects share sources, while project chats stay private and conversation links share snapshots.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Knowledge ACL enforcement is distinct from the content already copied into a shared conversation.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-share, gemini-enterprise:gemini-enterprise:g-projects.

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.

Gemini Enterprise

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.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Google Identity and SAML/OIDC federation are documented; tenant policy and domain capture need separate verification.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: mfa, conditional_access, domain_capture.
  • sso_protocols Which SSO protocols and identity providers work? [supported]: Google Identity or Workforce Identity Federation can use SAML 2.0/OIDC providers including Entra ID and Okta. Sources: gemini-enterprise:gemini-enterprise:g-identity.
  • sso_plan Which plan includes SSO? [supported]: The retrieved identity guide covers Standard/Plus and other Cloud-managed editions, not Business account administration. Sources: gemini-enterprise:gemini-enterprise:g-identity.
  • mfa Can MFA be enforced? [unknown]: Unknown. The identity setup guide did not establish this exact policy behavior and no SSO tenant test was performed.
  • conditional_access Do Entra conditional-access policies apply? [unknown]: Unknown. The identity setup guide did not establish this exact policy behavior and no SSO tenant test was performed.
  • domain_capture Can the company claim its email domain? [unknown]: Unknown. The identity setup guide did not establish this exact policy behavior and no SSO tenant test was performed.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-identity.

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.

Gemini Enterprise

Agent cross-checked Support: partial

SCIM/group mapping and automatic licence assignment are documented; content ownership after deprovisioning was not tested.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: deprovisioning.
  • scim Is SCIM provisioning supported? [partial]: Entra and Okta SCIM configuration is documented for identity/group data and sharing autocomplete; complete content-lifecycle behavior was not verified. Sources: gemini-enterprise:gemini-enterprise:g-identity.
  • group_sync Are identity-provider groups synced? [supported]: Identity/group mappings support permission-aware stores; large Entra group counts require documented SCIM setup. Sources: gemini-enterprise:gemini-enterprise:g-identity.
  • jit_provisioning Are users created at first login? [supported]: A subscription can automatically assign a licence the first time an entitled user opens Enterprise or Notebook Enterprise. Sources: gemini-enterprise:gemini-enterprise:g-license-details.
  • deprovisioning What happens to a removed user's data and shared assets? [unknown]: Unknown. No leaver fixture established chat/agent/knowledge ownership transfer or final deletion after user removal.
  • seat_assignment Can admins assign and reclaim seats? [supported]: Admins can manually assign/unassign users and redistribute available licences across projects within a billing account. Sources: gemini-enterprise:gemini-enterprise:g-license-details.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-identity, gemini-enterprise:gemini-enterprise:g-license-details.

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.

Gemini Enterprise

Agent cross-checked Support: partial

IAM and app boundaries govern administrator access and feature controls; a verified per-group feature matrix remains open.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: multi_entity.
  • admin_roles Which admin roles exist, and can admin rights be delegated? [supported]: Google defines Enterprise Admin/User IAM roles and fine-grained Discovery Engine permissions. Sources: gemini-enterprise:gemini-enterprise:g-access-control.
  • groups Can permissions be set per group? [partial]: IAM policies can target group principals; feature toggles shown in the guide are app-wide rather than a demonstrated per-group feature matrix. Sources: gemini-enterprise:gemini-enterprise:g-access-control, gemini-enterprise:gemini-enterprise:g-features.
  • feature_toggles Which features can be switched on or off per group? [partial]: App controls include agent/gallery creation, sharing, memory, projects, Canvas, model choice, images and speech-to-text; per-group enforcement was not tested. Sources: gemini-enterprise:gemini-enterprise:g-features.
  • multi_entity Can subsidiaries or departments be separated within one contract? [unknown]: Unknown. Projects/apps provide boundaries, but contract-level subsidiary separation and administration were not established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-access-control, gemini-enterprise:gemini-enterprise:g-features.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Adoption, agent and optional identifiable user reporting are documented, with downloadable analytics.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: privacy_modes.
  • adoption_dashboard Is there an adoption dashboard? [supported]: The Looker-based dashboard includes adoption and usage/quality metrics, refreshed about every six hours. Sources: gemini-enterprise:gemini-enterprise:g-analytics.
  • breakdowns Can usage be broken down by group, model, feature and assistant? [partial]: Agent and allowlisted User Level tabs are documented; model/group breakdown completeness was not established. Sources: gemini-enterprise:gemini-enterprise:g-analytics.
  • export Can usage data be exported? [supported]: The analytics API exports the past 30 days of metrics to a regional BigQuery table, with documented export-call quotas. Sources: gemini-enterprise:gemini-enterprise:g-analytics.
  • privacy_modes Can per-person reporting be limited or pseudonymised? [unknown]: Unknown. User-level reporting contains user identifiers when enabled; an administrator pseudonymization or works-council reporting mode was not established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-analytics.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Eligible projects have real spend caps; these are project-level controls with delayed enforcement, not proven per-group budgets.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: chargeback.
  • cost_visibility Can admins see cost or consumption per user and group? [partial]: The console shows project consumption and 30-day overage/PAYG costs, excluding licence subscriptions; per-user/group cost allocation was not established. Sources: gemini-enterprise:gemini-enterprise:g-costs.
  • budgets Can budgets be set per user or group? [partial]: Eligible invoiced, non-trial projects can set a monthly cap across the app/platform/developer-tool service scope; per-user/group caps were not established. Sources: gemini-enterprise:gemini-enterprise:g-budget.
  • budget_enforcement Does reaching a budget alert, block or downgrade? [supported]: At the cap, overages stop and users see a limit error; enforcement may take minutes and charges can exceed the cap. Sources: gemini-enterprise:gemini-enterprise:g-budget.
  • chargeback Can costs be exported per cost centre? [unknown]: Unknown. Cost-centre export and attribution for all seat/model/agent charges were not established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-costs, gemini-enterprise:gemini-enterprise:g-budget.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Method-level audit events and configurable prompt/response logging are documented; retention and legal hold remain open.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: ediscovery, log_retention.
  • admin_events Are admin and security events logged? [supported]: Cloud Audit Logs enumerates administrative and data-access methods and required permissions. Sources: gemini-enterprise:gemini-enterprise:g-audit.
  • content_logging Can prompts and answers be retained for compliance, and is it configurable? [supported]: Usage logs include sensitive prompts/responses only when content logging is enabled; otherwise sensitive text is elided. Sources: gemini-enterprise:gemini-enterprise:g-usage-logs.
  • siem_export Can logs stream to a SIEM or be exported? [partial]: Cloud Logging supports log sinks, separate projects, views and field-level access control; a target SIEM integration was not tested. Sources: gemini-enterprise:gemini-enterprise:g-usage-logs.
  • ediscovery Are eDiscovery and legal hold supported? [unknown]: Unknown. No scoped legal-hold or eDiscovery export guarantee was established for this app.
  • log_retention How long are logs kept? [unknown]: Unknown. Usage-log documentation sends data to Cloud Logging but the applicable bucket retention/integrity configuration was not retrieved; no universal retention is asserted.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-audit, gemini-enterprise:gemini-enterprise:g-usage-logs.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Model Armor inspection and blocking and source-ingestion policies are documented. Effective PII redaction remains unknown because the setup summary conflicts with its linked integration guide.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: custom_patterns.
  • The redaction discrepancy is retained as an explicit gap, not a positive or negative redaction capability. No masking fixture was run; do not infer transformation from a blocked response.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-armor, gemini-enterprise:gemini-enterprise:g-dlp, gemini-enterprise:gemini-enterprise:g-admin-setup-correction.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Admins can add assistant instructions, banned phrases and configurable inspection/blocking policies.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: usage_notice.
  • org_instructions Can admins set organisation-wide instructions? [supported]: Admins can set additional LLM system instructions for the app assistant; instructions alone are not proof of enforcement. Sources: gemini-enterprise:gemini-enterprise:g-configure.
  • usage_notice Can users be required to accept a usage policy? [unknown]: Unknown. An enforced organization-specific usage-policy acknowledgement flow was not established.
  • content_filters Are content filters configurable? [supported]: Banned phrases reject matching input, and Model Armor templates separately configure inspect-only versus inspect-and-block behavior. Sources: gemini-enterprise:gemini-enterprise:g-configure, gemini-enterprise:gemini-enterprise:g-armor.
  • violation_reporting Are policy hits visible to admins? [partial]: Model Armor screening data can be logged/routed with access restrictions; a complete central policy-hit reporting interface was not established. Sources: gemini-enterprise:gemini-enterprise:g-armor.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-configure, gemini-enterprise:gemini-enterprise:g-armor.

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.

Gemini Enterprise

Agent cross-checked Support: partial

US/EU storage and model-processing commitments are feature-specific; this is not a blanket EU/Swiss data boundary.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Google Search grounding is global; optional features can route out of the selected location.
  • Remaining atomic gaps: backups_logs_region, support_access_region, swiss_hosting.
  • storage_region Where are chats, files and indexes stored? [supported]: Standard/Plus data stores offer global/us/eu and allowlisted Canada, India, Japan, Singapore and UK locations. Sources: gemini-enterprise:gemini-enterprise:g-locations.
  • inference_region Where do model calls run, per provider? [supported]: Base and named Gemini/Claude models support US/EU processing; 3.1 Pro EU, global-only image models and Google Search grounding have explicit exceptions. Sources: gemini-enterprise:gemini-enterprise:g-locations.
  • backups_logs_region Where are backups, logs and telemetry? [unknown]: Unknown. The residency page does not establish every backup, usage-log and telemetry location together.
  • support_access_region From where can vendor staff access data? [unknown]: Unknown. A source-region selection is not a staff-access restriction; the subprocessor list includes international support and no universal EU-only staff-access promise was established.
  • swiss_hosting Is Swiss hosting available? [unknown]: Unknown. Switzerland is not a named selectable location in the retrieved service location table; a separate Swiss-only offer was not verified.
  • residency_plan Which plan or option provides residency? [supported]: These location commitments apply to the named Cloud-managed editions; Business has separate documentation and is not inferred to inherit them. Sources: gemini-enterprise:gemini-enterprise:g-locations.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-locations.

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.

Gemini Enterprise

Agent cross-checked Support: partial

The documented offer is Google-managed Cloud SaaS; private source connectivity does not establish private deployment of the whole assistant.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: dedicated_instance, customer_cloud, on_premise, air_gapped, mode_feature_gaps.
  • multi_tenant_saas Is a shared SaaS offered? [supported]: The documented managed service uses a Google Cloud project, selected service location and subscription. Sources: gemini-enterprise:gemini-enterprise:g-security, gemini-enterprise:gemini-enterprise:g-license-details.
  • dedicated_instance Is a dedicated single-tenant instance offered, from what size? [unknown]: Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.
  • customer_cloud Can it run in the customer's own cloud account, from what size? [unknown]: Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.
  • on_premise Can the whole platform run on customer infrastructure, from what size? [unknown]: Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.
  • air_gapped Can it run without internet access? [unknown]: Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.
  • mode_feature_gaps Which features are missing outside SaaS? [unknown]: Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-security, gemini-enterprise:gemini-enterprise:g-license-details.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Google contract terms restrict training without customer permission; partner retention and human-review conditions need separate confirmation.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: provider_training, provider_retention, zero_retention, human_review.
  • vendor_training Does the vendor train on customer content? [supported]: The AI/ML service terms prohibit using Customer Data for model training/fine-tuning without prior customer permission or instruction. Sources: gemini-enterprise:gemini-enterprise:g-terms.
  • provider_training Do model providers train on it under this product's contracts? [unknown]: Unknown. Separate terms apply to partner offerings, but the accepted Enterprise-app Claude contract was not obtained; Google terms are not silently applied to every partner.
  • provider_retention How long do model providers keep prompts, including for abuse monitoring? [unknown]: Unknown. The core assistant/partner abuse-monitoring retention matrix was not established. Google Search grounding has separately documented logging exceptions.
  • zero_retention Is zero data retention available, and on which plan? [unknown]: Unknown. No end-to-end ZDR guarantee covering persistent chat, grounding, agents and every model provider was established.
  • human_review Can provider staff review content? [unknown]: Unknown. A complete plan/provider-specific human-review policy for the app was not established.

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

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.

Gemini Enterprise

Agent cross-checked Support: partial

Chat retention is configurable and legal deletion windows are documented, with different scopes.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • The partial atomic answers state their documentation or verification limits.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-configure, gemini-enterprise:gemini-enterprise:g-organize, gemini-enterprise:gemini-enterprise:g-security, gemini-enterprise:gemini-enterprise:g-dpa.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Google publishes a global subprocessor list and contractual transfer rules; selected residency does not settle legal or support-access exposure.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: change_notification, parent_jurisdiction, government_access_policy.
  • subprocessor_list Is a dated sub-processor list published? [partial]: A public Cloud subprocessor list identifies service activities and processing locations; a single page-effective date was not established. Sources: gemini-enterprise:gemini-enterprise:g-subprocessors.
  • subprocessor_countries Which countries do sub-processors operate in? [supported]: Support examples span the US, Canada, India, Ireland, Romania and other countries; the full list is service-specific rather than a chosen-region-only list. Sources: gemini-enterprise:gemini-enterprise:g-subprocessors.
  • change_notification Are customers notified of sub-processor changes? [unknown]: Unknown. Subprocessor objection/notice provisions exist in CDPA section 11, but the exact notice period applicable to this procurement was not verified.
  • parent_jurisdiction Which jurisdiction governs the vendor and its parent? [unknown]: Unknown. The exact EMEA contracting-entity/parent chain was not independently retrieved; no entity is inferred from the selected data region.
  • transfer_mechanism Which transfer mechanism applies to non-EU/CH processing? [supported]: The CDPA provides adequacy/alternative-transfer mechanisms and SCC routes for restricted transfers, including Swiss-law adaptations. Sources: gemini-enterprise:gemini-enterprise:g-dpa.
  • government_access_policy Is there a published government-access or transparency policy? [unknown]: Unknown. The tested government-requests URL returned a short non-substantive response; a retrievable scoped policy and transparency report remain a gap.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-subprocessors, gemini-enterprise:gemini-enterprise:g-dpa.

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.

Gemini Enterprise

Agent cross-checked Support: partial

The public CDPA covers GDPR and Swiss FADP; sector and governing-law details remain procurement-specific.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: governing_law, ai_act_materials, sector_materials.
  • dpa Is a DPA available, and is it negotiable? [partial]: Google publishes the Cloud Data Processing Addendum; negotiability for a particular order was not established. Sources: gemini-enterprise:gemini-enterprise:g-dpa.
  • revdsg_gdpr Does the DPA cover revDSG and GDPR? [supported]: The CDPA defines European Data Protection Law to include applicable GDPR and Swiss FADP and includes Swiss transfer adaptations. Sources: gemini-enterprise:gemini-enterprise:g-dpa.
  • governing_law Which law and court govern the contract? [unknown]: Unknown. The base terms point to region-specific terms/contracting entities; the governing agreement for a Swiss/EU order was not established.
  • ai_act_materials Is EU AI Act documentation provided? [unknown]: Unknown. No scoped EU AI Act provider/deployer documentation pack was obtained for this app.
  • sector_materials Are FINMA or other sector materials provided? [unknown]: Unknown. General Cloud compliance materials do not establish FINMA/banking-secrecy coverage for a particular Enterprise deployment.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-dpa.

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.

Gemini Enterprise

Agent cross-checked Support: partial

The vendor lists multiple compliance programs; certificates and report periods were not independently verified.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • The public report-access route is documented; report scope, issuer, reporting period and a product-specific penetration-test summary remain unverified.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: gemini-enterprise:gemini-enterprise:g-compliance, gemini-enterprise:gemini-enterprise:r4-compliance-reports, gemini-enterprise:gemini-enterprise:r4-compliance-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).

Gemini Enterprise

Agent cross-checked Support: partial

Regional CMEK and Cloud security controls are documented; tenant separation and all-tool coverage still need review.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: tenant_isolation.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview, gemini-enterprise:gemini-enterprise:g-encryption, gemini-enterprise:gemini-enterprise:g-compliance, gemini-enterprise:gemini-enterprise:g-security, gemini-enterprise:gemini-enterprise:g-selfhosted-data.

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.

Gemini Enterprise

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=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard/Plus under applicable Google Cloud contract; Workspace Gemini excluded; add_ons=none stated; deployment_mode=multi-tenant-saas; 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 Gemini Enterprise security/contract documentation and Google Cloud CDPA, and searched Google first-party material for professional secrecy, Berufsgeheimnis and §203. No Gemini Enterprise-specific §203 StGB or Art.321 StGB template or dedicated add-on 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]: Google CDPA section7.1.2 binds authorised processors to confidentiality; Appendix2 describes role-based access, personnel confidentiality and authorisation. These are general data-security commitments. Exact staff/subprocessor/model-provider plaintext-access conditions and a profession-specific undertaking for this procurement remain unverified. Sources: gemini-enterprise:gemini-enterprise:g-dpa.
  • secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: Unknown. Reviewed Gemini Enterprise security/contract documentation and Google Cloud CDPA, and searched Google first-party material for professional secrecy, Berufsgeheimnis and §203. No Gemini Enterprise-specific §203 StGB or Art.321 StGB template or dedicated add-on 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: gemini-enterprise:gemini-enterprise:g-dpa.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Business advertises a starting seat price; Standard/Plus licence quotes and separately metered model/tool costs remain distinct.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace, Gemini Enterprise Business edition web app; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=optional third-party models and overages; billed separately; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • The partial atomic answers state their documentation or verification limits.
  • pricing_unit What is the pricing unit? [supported]: Standard/Plus use seat subscriptions plus optional paid overages; Pay-as-you-go meters usage, while Business markets a per-seat starting price. Sources: gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:g-business.
  • list_prices What are list prices per plan, with date and currency? [partial]: Business advertises USD 21/seat/month starting price on 2026-10-21. Publicly retrievable Standard/Plus base licence amounts and commitment-adjusted rates were not established. Sources: gemini-enterprise:gemini-enterprise:g-business.
  • included_usage What usage is included? [supported]: Standard/Plus pool 30/75 GiB storage, 160/200 daily assistant queries and 3/10 daily research requests per seat, subject to legacy exceptions. Sources: gemini-enterprise:gemini-enterprise:g-quotas.
  • add_ons Which features cost extra? [supported]: Claude app tokens, overage usage and external/custom-agent costs are separate from included Gemini use; detailed regional rates are in the quota table. Sources: gemini-enterprise:gemini-enterprise:g-quotas.
  • overage What do usage beyond limits and premium models cost? [supported]: PAYG storage is USD 5/GiB/month; Claude and other feature rates vary by model and region. Entitlement requires eligible invoiced billing. Sources: gemini-enterprise:gemini-enterprise:g-quotas.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:g-business.

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.

Gemini Enterprise

Agent cross-checked Support: partial

No defensible Standard/Plus 12-month CHF/EUR total was established for 200, 1,000 or 5,000 seats.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Standard/Plus, 12 months, ALM-14 shared cost assumptions v1.4, 2026-10-21; add_ons=Default hosted models only; partner models, custom agents, support and implementation prices remain unknown; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Standard/Plus scenario totals for 200, 1,000 and 5,000 users remain unpriced.
  • Named unknown cost components are documented in the atomic answer; Business starting rates do not price Standard/Plus.
  • cost_200 Year-one cost at 200 users? [unknown]: Unknown. Standard/Plus base licence/commitment prices and required custom-agent/support charges were not established, so CHF/EUR totals excluding VAT remain unknown. ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, each 3,000 input + 600 output tokens when separately billed; 330 messages/user/month on average. No invented discounts or proxy usage tariff. ECB reference 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; no currency conversion is applied to an unknown base amount. Sources: gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20.
  • cost_1000 Year-one cost at 1,000 users? [unknown]: Unknown. Standard/Plus base licence/commitment prices and required custom-agent/support charges were not established, so CHF/EUR totals excluding VAT remain unknown. ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, each 3,000 input + 600 output tokens when separately billed; 330 messages/user/month on average. No invented discounts or proxy usage tariff. ECB reference 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; no currency conversion is applied to an unknown base amount. Sources: gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20.
  • cost_5000 Year-one cost at 5,000 users? [unknown]: Unknown. Standard/Plus base licence/commitment prices and required custom-agent/support charges were not established, so CHF/EUR totals excluding VAT remain unknown. ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, each 3,000 input + 600 output tokens when separately billed; 330 messages/user/month on average. No invented discounts or proxy usage tariff. ECB reference 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; no currency conversion is applied to an unknown base amount. Sources: gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20.
  • variable_share Which part depends on usage? [supported]: Costs vary with storage/indexing, partner-model tokens, paid overages and externally hosted agents beyond included pools. Sources: gemini-enterprise:gemini-enterprise:g-quotas.
  • unknown_parts Which costs could not be priced? [supported]: Unpriced parts are the Standard/Plus base seat and commitment rates, partner-model mix, external/custom-agent charges, support and implementation. Public Business starting prices do not price these editions; unknown tariffs remain unknown under shared cost assumptions v1.4. Sources: gemini-enterprise:gemini-enterprise:r4-pricing-gap, gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:g-editions.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20, gemini-enterprise:gemini-enterprise:r4-pricing-gap, gemini-enterprise:gemini-enterprise:g-editions.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Thirty-day Business and Plus evaluation routes are publicly advertised; a trial tenant was not provisioned.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: free_tier, trial_scope.
  • free_tier Is there a free tier for business use? [unknown]: Unknown. A permanent business-use free tier was not established; a time-limited trial is not recorded as one.
  • self_serve_trial Is a self-serve business trial available? [partial]: Business advertises 30 days; the main product FAQ offers a 30-day Plus trial without sales assistance. Card requirement was not verified. Sources: gemini-enterprise:gemini-enterprise:g-business, gemini-enterprise:gemini-enterprise:g-pricing.
  • trial_scope Do trials include SSO, connectors and admin features? [unknown]: Unknown. The exact trial seat cap, SSO, connector/admin feature entitlements and scenario access were not verified in a tenant.
  • sales_gate Does meaningful evaluation require sales contact? [supported]: Initial trial access is advertised without sales; larger seat counts and allowlisted regions may require the account team. Sources: gemini-enterprise:gemini-enterprise:g-pricing, gemini-enterprise:gemini-enterprise:g-license-details.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-business, gemini-enterprise:gemini-enterprise:g-pricing, gemini-enterprise:gemini-enterprise:g-license-details.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Published self-service procurement and cancellation mechanics do not provide a complete Enterprise price contract.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: local_invoicing.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-editions, gemini-enterprise:gemini-enterprise:g-license-details, gemini-enterprise:gemini-enterprise:g-business, gemini-enterprise:gemini-enterprise:g-quotas.

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.

Gemini Enterprise

Agent cross-checked Support: partial

The assistant is supplied as a commercial hosted Cloud service; open model/documentation licences do not grant a self-hosted platform licence.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: enterprise_features_closed.
  • licence_type Which licence applies to each component? [supported]: The scoped platform is governed by commercial Google Cloud service terms; documentation and sample-code licences are separate. Sources: gemini-enterprise:gemini-enterprise:g-terms-main.
  • branding_restrictions Do licence terms restrict branding or user counts? [partial]: The base terms reserve ungranted intellectual-property rights; specific product rebranding or user-count licence rights were not established. Sources: gemini-enterprise:gemini-enterprise:g-terms-main.
  • enterprise_features_closed Are enterprise features in a separate closed edition? [unknown]: Unknown. A component-by-component source and enterprise-extension licence inventory was not established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-terms-main.

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.

Gemini Enterprise

Agent cross-checked Support: partial

User exports cover responses and Canvas artifacts; a complete admin exit package was not tested.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: chat_export, assistant_export, knowledge_export, post_termination_window.
  • chat_export Can admins export all chats? [unknown]: Unknown. User output export is documented, but no complete all-user admin chat export was retrieved or tested.
  • assistant_export Can assistants and prompts be exported in a reusable format? [unknown]: Unknown. No portable complete agent definition/tool/secret export was verified; a skill export is not assumed to cover agents.
  • knowledge_export Can knowledge bases and their sources be exported? [unknown]: Unknown. No complete indexed knowledge/ACL/source export was verified.
  • export_format Are formats documented and machine-readable? [partial]: Response export supports Docs/Sheets; Canvas documents export DOCX/PDF and slides PPTX/PDF. Complete chat/agent/knowledge export formats were not established. Sources: gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-canvas.
  • post_termination_window How long can data be retrieved after termination? [unknown]: Unknown. The CDPA describes return during the term and an up-to-30-day recovery period, but this does not establish a guaranteed customer retrieval window after termination.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-canvas.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Google publishes support tiers and status history; a scoped Enterprise uptime-credit SLA was not retrieved.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: support_languages, regional_presence, uptime_sla.
  • support_channels Which support channels are available on each plan? [partial]: Cloud Customer Care lists Basic, Standard, Enhanced and Premium support; service-specific response entitlements depend on the purchased tier. Sources: gemini-enterprise:gemini-enterprise:g-support.
  • support_languages Is support available in German, French or Italian? [unknown]: Unknown. German/French/Italian support coverage and hours for the purchased Gemini tier were not established.
  • regional_presence Is there a DACH or Swiss entity, team or partner? [unknown]: Unknown. A named DACH/Swiss implementation partner or service team was not independently verified.
  • uptime_sla Is there an uptime SLA with credits? [unknown]: Unknown. The tested Gemini Enterprise SLA path returned a non-substantive response; no percentage or credit terms are asserted.
  • status_page Is there a public status page with history? [supported]: Google Cloud Service Health publishes service status and incident history. Sources: gemini-enterprise:gemini-enterprise:g-status.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-support, gemini-enterprise:gemini-enterprise:g-status.

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.

Gemini Enterprise

Agent cross-checked Support: partial

Public setup and role-based use-case materials exist; included onboarding and training services remain unpriced.

Availability: unknown · Delivery: native
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified.

Limitations

  • Remaining atomic gaps: onboarding_service, user_training, adoption_programme, service_cost.
  • onboarding_service Is guided onboarding included? [unknown]: Unknown. Public administrator setup documentation is available; included vendor-led onboarding was not established.
  • user_training Is end-user training offered, in which languages? [unknown]: Unknown. No scoped live/e-learning language catalogue with inclusion terms was obtained.
  • use_case_library Are role-based use cases and templates provided? [supported]: The app guide links role-specific examples for finance, HR, legal, marketing, sales and support, plus starter agents and skills. Sources: gemini-enterprise:gemini-enterprise:g-start.
  • adoption_programme Is there a champion or adoption programme? [unknown]: Unknown. No documented customer champion/change-management programme entitlement was established.
  • service_cost Which services cost extra? [unknown]: Unknown. Professional-service, partner-onboarding and training prices were not established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-start.

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. Data residency for Gemini Enterprise Standard and Plus gemini-enterprise:gemini-enterprise:g-locations

    US/EU at-rest and processing commitments have model and tool exceptions; standard Google Search grounding is global.

    Multi-regions; In-country regions; Limitations table · documented · Source date 2026-10-20 · Retrieved 2026-10-21

  2. Manage web app features gemini-enterprise:gemini-enterprise:g-features

    Administrators manage app-level model and feature toggles, including paid Claude models and image-generation model selection.

    Model availability; Enable Gemini models; Enable third-party models; feature controls · documented · Source date 2026-10-20 · Retrieved 2026-10-21

  3. Chat with the assistant gemini-enterprise:gemini-enterprise:g-chat

    The chat guide documents direct file analysis, Auto routing, source attribution, spreadsheet code execution and specific connector search limitations.

    File formats and size limitations; Ask questions and view sources; Best practices; Limitations · documented · Source date 2026-10-20 · Retrieved 2026-10-21

  4. Gemini Enterprise release notes gemini-enterprise:gemini-enterprise:g-releases

    Dated notes record new models, region-specific removals and corrections to prior deprecation announcements.

    2026-10-15 Claude launch; 2026-10-20 regional Gemini 2.5 Pro removal; 2026-08-06 postponement · documented · Source date 2026-10-20 · Retrieved 2026-10-21

  5. 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

  6. 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

  7. 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

  8. 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

  9. 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

  10. 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

  11. 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

  12. Quotas and overages gemini-enterprise:gemini-enterprise:g-quotas

    Seat-based quotas are pooled per edition/project/location, while partner-model tokens and overages are billed separately.

    Feature and edition-based quotas; Standard and Plus table; Claude pricing · documented · Source date 2026-10-15 · Retrieved 2026-10-21

  13. Overview of overages and spend controls gemini-enterprise:gemini-enterprise:g-budget

    Invoiced non-trial projects can cap eligible project spending; enforcement can lag by minutes and blocks the exhausted feature.

    Cap costs with a project spend limit; End-user experience · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  14. Gemini Enterprise release notes gemini-enterprise:gemini-enterprise:r4-single-user-quotas

    Optional single-user quota multipliers are generally available for Standard, Plus and Standard Emerging Market editions; they operate within the shared edition/location pool.

    October 22, 2026: Single-user quota limits · documented · Source date 2026-10-22 · Retrieved 2026-10-26

  15. Gemini Enterprise quotas and overages gemini-enterprise:gemini-enterprise:r4-single-user-enforcement

    Single-user limits restrict the exhausted feature for that user while leaving other users and features available. Overages alter the exhaustion behavior; AI developer tools are excluded from the user quota multiplier.

    Single-user quota limits · documented · Source date not stated · Retrieved 2026-10-26

  16. 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

  17. 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

  18. 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

  19. Introduction to connectors and data stores gemini-enterprise:gemini-enterprise:g-connect-overview

    Ingestion copies entities and permissions; full and incremental syncs differ in their handling of identities and deletion.

    Data store regions; Sync types; Sync schedules · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  20. 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

  21. 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

  22. Compare editions of Gemini Enterprise gemini-enterprise:gemini-enterprise:g-editions

    Business has a 1–500 seat range and a limited connector set; Standard and Plus include the full connector ecosystem and differ in pooled storage.

    Compare features, Seats and Storage rows · documented · Source date 2026-10-16 · Retrieved 2026-10-21

  23. Create and manage projects gemini-enterprise:gemini-enterprise:g-projects

    Projects hold up to 50 files/links; linked sources preserve source ACLs, local uploads are shared with all project members and chats stay private.

    Limitations; Manage project knowledge; Chat with assistant · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  24. Create a chat agent gemini-enterprise:gemini-enterprise:g-agents

    Users configure custom chat-agent instructions, uploaded knowledge and connected tools in Workflow Builder.

    Instructions; Knowledge; Tools; publishing steps · documented · Source date 2026-10-20 · Retrieved 2026-10-21

  25. Connect a third-party data source gemini-enterprise:gemini-enterprise:g-connectors

    Google distinguishes GA connectors from public-preview sources and warns that federated queries reach third-party systems under their terms.

    Sources by launch stage; federated-query warning · documented · Source date 2026-10-15 · Retrieved 2026-10-21

  26. Introduction to self-hosted data sources gemini-enterprise:gemini-enterprise:g-selfhosted-data

    Private Service Connect connects the Google-managed platform to customer-hosted sources, without establishing a self-hosted assistant.

    Access patterns; Private Service Connect · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  27. 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

  28. 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

  29. Protect sensitive data in sources gemini-enterprise:gemini-enterprise:g-dlp

    Sensitive Data Protection can block source ingestion/uploads and inspect Microsoft/Workspace labels, excluding Business and audio/video scans.

    Supported editions and regions; inbound data; Metadata labels · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  30. 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

  31. 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

  32. Configure personalization and memory gemini-enterprise:gemini-enterprise:g-personalization

    Users can manage saved memories and connected sources; admins can disable memory and profiles across an app.

    Data control; Save information as memories; Turn off personalization and memory · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  33. 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

  34. 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

  35. 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

  36. 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

  37. Workflow Builder overview gemini-enterprise:gemini-enterprise:g-workflow

    Workflow Builder provides no-code/low-code chat agents and multi-step workflows with sources, tools, publishing and sharing.

    Capabilities; Agent types · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  38. Get started with using the Gemini Enterprise app gemini-enterprise:gemini-enterprise:g-start

    The app guide identifies web/mobile access, shared skills, agent sharing and role-based use-case guides.

    Choose your app experience; Share and collaborate · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  39. 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

  40. 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

  41. Use assistant actions gemini-enterprise:gemini-enterprise:g-actions

    Users authorize each connector to act through their own account after an administrator enables actions.

    Authorize your connected services; supported service actions · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  42. Set up your custom MCP server gemini-enterprise:gemini-enterprise:g-mcp

    Administrators configure remote MCP servers, OAuth and Cloud Run service-agent authentication; the route is not a local desktop MCP client.

    Limitations; authentication; data-store configuration · documented · Source date 2026-10-19 · Retrieved 2026-10-21

  43. 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

  44. 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

  45. 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

  46. 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

  47. 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

  48. Deep Research gemini-enterprise:gemini-enterprise:g-research

    Deep Research plans multiple searches over enterprise indexes and optionally the web, then produces a cited report.

    Research sources; generated reports and citations · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  49. Configure the assistant gemini-enterprise:gemini-enterprise:g-configure

    Admins can set assistant instructions, block phrases, select grounding and choose chat retention of 1 to 180 days, default 60.

    Additional LLM system instructions; web grounding; banned phrases; retention · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  50. 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

  51. Schedule chat agent executions gemini-enterprise:gemini-enterprise:g-schedule

    Non-workflow chat agents can run recurring personal tasks, but credentials need manual renewal every 14 days and other-person actions are constrained.

    Schedule and refresh; Limitations; View and approve scheduled runs · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  52. 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

  53. Gemini Enterprise audit logging gemini-enterprise:gemini-enterprise:g-audit

    Cloud Audit Logs documents method-level administrative and data-access event categories for Discovery Engine.

    Audited methods and permission types · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  54. Gemini Enterprise REST reference gemini-enterprise:gemini-enterprise:g-api

    The REST reference lists assistant, agent, search and data-store methods with machine-readable API definitions.

    Discovery Engine service; assistants, agents, dataStores documents and sessions resources · documented · Source date 2026-10-09 · Retrieved 2026-10-21

  55. Authenticate to Gemini Enterprise API gemini-enterprise:gemini-enterprise:g-api-auth

    API authentication is documented using Google Cloud identity, credentials and supported client libraries.

    Authentication options; client libraries · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  56. 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

  57. 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

  58. 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

  59. Create and edit documents and slides in Canvas gemini-enterprise:gemini-enterprise:g-canvas

    The web-only Canvas exports documents as DOCX/PDF and slides as PPTX/PDF, with manual and instructed editing.

    Editing; export; Limitations · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  60. Configure the mobile app gemini-enterprise:gemini-enterprise:g-mobile

    The mobile app supports Google/third-party identities and administrator distribution through MDM, QR codes or links.

    Before you begin; MDM; third-party identity provider configuration · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  61. 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

  62. 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

  63. Google Workspace admin controls for Gemini Enterprise gemini-enterprise:gemini-enterprise:r5-workspace-agent-access

    Enabled users can use Gemini Enterprise agents in a side panel, the Enterprise assistant and CLI. Enterprise licences are separate from Workspace subscriptions; service and data access are separately controlled. Exact per-editor coverage is not listed.

    Get licenses; side panel; service status; Workspace data access · documented · Source date not stated · Retrieved 2026-10-26

  64. Official Gemini Enterprise Workspace add-on codelab gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon

    Google demonstrates a customer-built Apps Script add-on invoking the Enterprise StreamAssist API inside Gmail and Chat with message context. Docs/Sheets/Slides are extension targets. Standard/Plus, a billed Cloud project, Workspace Business/Enterprise and permissions are prerequisites; sample code requires production hardening.

    Prerequisites; default agent as Google Workspace add-on; StreamAssist; deploy to Gmail and Chat · documented · Source date not stated · Retrieved 2026-10-26

  65. Google Gemini Enterprise and Gemini app scope gemini-enterprise:gemini-enterprise:r5-offer-boundaries

    Gemini Enterprise app is separately licensed; the Gemini app included with Workspace and Agent Platform are distinct offers. Their names do not establish that all Workspace editor features are included in the Enterprise app subscription.

    Gemini app differences; Agent Platform separate purchase · documented · Source date not stated · Retrieved 2026-10-26

  66. Gemini Enterprise Canvas tone and editing scope gemini-enterprise:gemini-enterprise:r5-canvas-tone

    Canvas offers Change tone/length and selected-text instructions. Editing applies to generated content in the active session; exporting DOCX/PDF is not a documented layout-preserving translation engine or corporate glossary.

    Edit a document; export; limitations · documented · Source date not stated · Retrieved 2026-10-26

  67. Cloud Translation Advanced document translation gemini-enterprise:gemini-enterprise:r5-translation-separate-api

    A separate Cloud Translation Advanced API documents formatted-document translation and glossary parameters. It needs enabled APIs, authenticated project access and relevant storage/IAM; no included Enterprise-app feature or engine relationship is established.

    API setup; translate documents; use AutoML or a glossary · documented · Source date not stated · 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. Google Cloud service specific terms gemini-enterprise:gemini-enterprise:g-terms

    The contract restricts Google model training without customer instruction and states separate terms for third-party offerings.

    AI/ML Services Training Restriction; Generated Output; Grounding with Google Search · documented · Source date not stated · Retrieved 2026-10-21

  70. 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

  71. Use the mobile app gemini-enterprise:gemini-enterprise:g-use-mobile

    Mobile users can dictate and play spoken answers; prompt audio is described as ephemeral.

    Voice; Speech to Text; Text to Speech · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  72. 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

  73. 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

  74. Share your conversations gemini-enterprise:gemini-enterprise:g-share

    A share link exposes the existing prompts, answers and generated content to permitted recipients, including sensitive content.

    Important warning; Create link; View shared conversations · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  75. 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

  76. Configure identity provider gemini-enterprise:gemini-enterprise:g-identity

    Identity can use Google or a SAML/OIDC provider through federation; SCIM/group mapping has documented sharing and source-access roles.

    Google Identity; Workforce Identity Federation; Entra/Okta SCIM · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  77. 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

  78. 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

  79. Get subscriptions and assign licenses gemini-enterprise:gemini-enterprise:g-license-details

    Seats can be assigned manually or on first access; console purchase limits depend on billing account type and cancellation disables renewal.

    Subscription seat quantity limits; auto-assignment; cancel a subscription · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  80. 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

  81. 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

  82. 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

  83. Access control with IAM gemini-enterprise:gemini-enterprise:g-access-control

    IAM defines administrators, users and granular permissions at project/app boundaries.

    Gemini Enterprise Admin/User roles; app-level access · documented · Source date 2026-10-20 · Retrieved 2026-10-21

  84. View and export analytics data gemini-enterprise:gemini-enterprise:g-analytics

    Analytics exposes app adoption and agent metrics, BigQuery export and allowlisted identifiable user-level reporting.

    Adoption; Usage and Quality; Agent; User Level; export · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  85. 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

  86. 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

  87. View costs gemini-enterprise:gemini-enterprise:g-costs

    The 30-day billing summary covers overage/PAYG consumption and explicitly excludes seat subscription charges.

    Billing tab; Before you begin · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  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. Access Gemini Enterprise usage audit logs with Cloud Logging gemini-enterprise:gemini-enterprise:g-usage-logs

    Prompt/response content logging is configurable, and log routing plus field-level restrictions are documented.

    Logged information; Control access to logs · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  90. 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

  91. 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

  92. Enable Model Armor in Gemini Enterprise gemini-enterprise:gemini-enterprise:g-armor

    Model Armor can inspect/block prompts and responses but explicitly does not mask or alter PII in this integration.

    Inspect and block vs Inspect only; PII; templates; logging · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  93. Set up Gemini Enterprise as an administrator gemini-enterprise:gemini-enterprise:g-admin-setup-correction

    The setup summary mentions redaction, whereas its linked integration guide expressly excludes PII masking; effective redaction is not established.

    Enable Model Armor safety controls; linked Model Armor integration guide · documented · Source date 2026-10-20 · Retrieved 2026-10-21

  94. 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

  95. Gemini Enterprise security overview gemini-enterprise:gemini-enterprise:g-security

    The security overview documents managed Cloud security controls and a user-requested deletion window, distinct from on-premise deployment.

    End user security; data security; compliance · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  96. 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

  97. 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

  98. 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

  99. 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

  100. 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

  101. Organize your conversations gemini-enterprise:gemini-enterprise:g-organize

    Users can remove chats from their lists; this does not establish immediate deletion of all backend copies.

    Manage chats; delete and retention · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  102. Cloud Data Processing Addendum gemini-enterprise:gemini-enterprise:g-dpa

    The CDPA covers GDPR and Swiss FADP, data return/deletion and subprocessor/transfer obligations.

    General Terms 6 and 11; European Data Protection Law terms · documented · Source date not stated · Retrieved 2026-10-21

  103. 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

  104. 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

  105. 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

  106. Google Cloud subprocessors gemini-enterprise:gemini-enterprise:g-subprocessors

    The public subprocessor list includes international technical-support processing, which is separate from selected storage regions.

    Google Cloud Platform; technical support locations · documented · Source date not stated · Retrieved 2026-10-21

  107. 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

  108. 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

  109. Compliance certifications and security controls gemini-enterprise:gemini-enterprise:g-compliance

    Google lists compliance programs for relevant editions and exceptions, but this page does not supply issuer, report period or validity.

    Certifications; product-scope instructions; Security controls · vendor-claimed · Source date 2026-10-14 · Retrieved 2026-10-21

  110. Google Cloud Compliance Reports Manager gemini-enterprise:gemini-enterprise:r4-compliance-reports

    Google provides on-demand ISO certificates and SOC reports without additional cost; selected resources require a Google Cloud or Workspace sign-in and confidential documents remain subject to customer-agreement confidentiality.

    Compliance Reports Manager access and confidentiality · documented · Source date not stated · Retrieved 2026-10-26

  111. Gemini Enterprise compliance and security controls gemini-enterprise:gemini-enterprise:r4-compliance-scope

    Standard/Plus Agentic AI Service scope is distinguished from Notebook and developer-tool exceptions. Listing a compliance program is not verification of a current certificate/report.

    Certifications; AlphaEvolve and Antigravity limitations · documented · Source date not stated · Retrieved 2026-10-26

  112. 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

  113. Customer-managed encryption keys gemini-enterprise:gemini-enterprise:g-encryption

    CMEK, EKM/HSM and regional limitations are documented; a key option does not make all tools residency compliant.

    Supported locations; limitations; external key management · documented · Source date 2026-10-15 · Retrieved 2026-10-21

  114. Gemini Enterprise Business edition gemini-enterprise:gemini-enterprise:g-business

    Business advertises a starting seat price and 30-day trial, with a separate connector/admin package.

    Starting price; FAQs on trial, security and admin controls · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  115. 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

  116. ECB historical euro foreign exchange reference rates gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20

    The October 20 reference rates are EUR 1 = USD 1.1215 = CHF 0.9237. Unknown Gemini licence totals are not converted.

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

  117. Gemini Enterprise app FAQ gemini-enterprise:gemini-enterprise:r4-pricing-gap

    The FAQ directs purchase of Standard, Plus and Frontline to Google Cloud sales without a public base price. Business and the standalone Notebook purchase/trial routes are separate.

    Access and purchase of Standard, Plus and Frontline; business trial · documented · Source date not stated · Retrieved 2026-10-26

  118. 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

  119. Gemini for business product page gemini-enterprise:gemini-enterprise:g-pricing

    The top-level universal-agent marketing page says several capabilities and third-party choice are early access; it is broader than the current Enterprise app docs.

    FAQ: models; evaluation; early-access disclosure · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  120. Google Cloud terms of service gemini-enterprise:gemini-enterprise:g-terms-main

    The hosted service is supplied under commercial Cloud terms; these terms do not license the platform for self-hosting.

    Intellectual Property Rights; licence and service terms · documented · Source date not stated · Retrieved 2026-10-21

  121. 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

  122. 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

  123. Google Cloud Customer Care gemini-enterprise:gemini-enterprise:g-support

    Support is packaged in separate Customer Care tiers; the retrieved page does not establish a Gemini-specific local-language SLA.

    Basic, Standard, Enhanced and Premium support · documented · Source date not stated · Retrieved 2026-10-21

  124. Google Cloud Service Health gemini-enterprise:gemini-enterprise:g-status

    Google publishes Cloud service health and dated incident information; this is not itself a Gemini Enterprise uptime commitment.

    Service status and incident history · documented · Source date not stated · Retrieved 2026-10-21

  125. 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