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Agent-readable comparison

Gemini Enterprise vs Microsoft Copilot

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 48 criteria with sourced findings for both products, including 48 that a second agent cross-checked for both. 49 criteria have a sourced finding for at least one product. "Sourced" findings passed publication validation: they are scoped, fresh and cite public resolved sources. "Agent cross-checked" findings also received a separate agent source pass, not necessarily a hands-on test. "Stated by onAI" marks the publisher's own statements about its product (evidence type vendor-statement), which cite no third-party source. Humans approve the rubric, templates and generator; they do not review every finding. No winner is declared. A missing sourced finding is not evidence that a capability is absent.

Same facts as Markdown and JSON. Methodology.

Models

MOD-01 Model catalogue and providers

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

No public information found Support: not-published

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

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.

Microsoft Copilot

No public information found Support: not-published

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

Both copied Graph indexes and live MCP federation are documented.

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: supported

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

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

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

Python execution and downloadable Office files are documented.

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

Administrative roles and selected group-targeted controls are documented.

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

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

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

Limitations

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

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

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.

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft publishes role-based learning and adoption materials.

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

Limitations

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

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

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

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

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

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

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

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

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

    Release notes distinguish platform availability and describe gradual tenant rollout.

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

  8. 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

  9. 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

  10. 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

  11. 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

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

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

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

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

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

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

  14. 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

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

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

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

  16. 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

  17. 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

  18. 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

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

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

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

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

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

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

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

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

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

  22. 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

  23. 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  30. 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

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

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

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

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

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

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

  33. 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

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

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

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

  35. 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

  36. 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

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

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

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

  38. 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

  39. 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

  40. 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

  41. 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

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

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

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

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

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

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

  44. 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

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

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

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

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

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

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

  47. 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

  48. 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

  49. 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

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

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

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

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

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

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

  52. 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

  53. 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

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

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

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

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

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

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

  56. 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

  57. 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

  58. 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

  59. 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

  60. 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  67. 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

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

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

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

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

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

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

  70. 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

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

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

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

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

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

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

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

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

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

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

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

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

  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. 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

  78. 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

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

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

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

  80. 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

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

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

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

  82. 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

  83. 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  89. 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

  90. 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  97. 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

  98. 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

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

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

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

  100. 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

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

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

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

  102. 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

  103. 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

  104. 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  110. 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

  111. 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

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

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

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

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

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

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

  114. 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

  115. 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

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

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

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

  117. 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

  118. 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

  119. 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

  120. 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

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

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

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

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

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

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