---
schema_version: 1
rubric_version: "1.1"
kind: pair
canonical_url: "https://onaihq.com/compare/agents/gemini-enterprise-vs-microsoft-copilot/"
data_url: "https://onaihq.com/compare/agents/gemini-enterprise-vs-microsoft-copilot/data.json"
generated_at: 2026-10-27
last_checked_at: 2026-10-26
last_cross_checked_at: 2026-10-26
next_check_at: 2026-12-20
publisher: "onAI"
---

# 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. It does not declare a winner. A missing sourced finding is not evidence that a capability is absent.

- Gemini Enterprise source checks: 2026-10-21 to 2026-10-26.
- Microsoft Copilot source checks: 2026-10-21 to 2026-10-26.

- Canonical HTML: https://onaihq.com/compare/agents/gemini-enterprise-vs-microsoft-copilot/
- Machine-readable JSON: https://onaihq.com/compare/agents/gemini-enterprise-vs-microsoft-copilot/data.json
- Methodology: https://onaihq.com/compare/agents/methodology/

## Models

### MOD-01: Model catalogue and providers

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

#### Gemini Enterprise

Verification status: Agent cross-checked (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.

- providers — Which model providers are available? [supported]: Google and Anthropic in the Standard/Plus Enterprise web app. Claude needs administrator enablement, accepted model terms and eligible pay-as-you-go overages; Starter and in-country deployments are excluded. Sources: gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-releases.
- current_models — Which current models are selectable on this plan? [supported]: Listed options are Gemini 4 Argon, 3.8/3.7/3.6/3.5 Flash, 3.1 Pro in limited availability, 2.5 Pro, and Claude Opus/Sonnet 5.5; regional toggles apply. Sources: gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-locations.
- user_choice — Can users pick the model per chat? [supported]: Users get a per-conversation picker when the administrator enables model selection. Sources: gemini-enterprise:gemini-enterprise:g-features.
- auto_routing — Does the product route between models automatically, and is the chosen model shown? [partial]: Auto chooses by prompt complexity; the guide does not establish whether the routed model is always disclosed. Sources: gemini-enterprise:gemini-enterprise:g-chat.
- multimodal_input — Which models accept images, audio or files? [partial]: The app accepts image/audio/video and document uploads; exact input support for every selectable partner model was not established. Sources: gemini-enterprise:gemini-enterprise:g-chat.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20.

Sources: gemini-enterprise:gemini-enterprise:g-releases

#### Microsoft Copilot

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: No public information found (not-published)
Support: not-published

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

#### Microsoft Copilot

Verification status: No public information found (not-published)
Support: not-published

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

### 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

Verification status: No public information found (not-published)
Support: not-published

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

#### Microsoft Copilot

Verification status: No public information found (not-published)
Support: not-published

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

### 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

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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.

- persistent_collections — Can users keep document collections across chats? [supported]: Projects persist uploaded documents, Drive links, notes and enabled connector sources across private chats. Sources: gemini-enterprise:gemini-enterprise:g-projects.
- sharing_scope — Can collections be shared with users, groups or the whole organisation? [supported]: Project owners invite individual members; custom agents can be shared to users or groups when enabled. Sources: gemini-enterprise:gemini-enterprise:g-projects, gemini-enterprise:gemini-enterprise:g-features.
- size_limits — What are the collection limits? [supported]: Projects allow 50 files/links; pooled data-store storage is 30 GiB/Standard seat or 75 GiB/Plus seat. Sources: gemini-enterprise:gemini-enterprise:g-projects, gemini-enterprise:gemini-enterprise:g-editions.
- assistant_binding — Can collections be bound to an assistant? [supported]: Chat agents have a Knowledge section for uploaded files and can use enabled connected data. Sources: gemini-enterprise:gemini-enterprise:g-agents.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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.

- microsoft_365 — Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [supported]: SharePoint, OneDrive, Outlook and Teams connectors are listed GA for the full connector editions. Sources: gemini-enterprise:gemini-enterprise:g-connectors.
- google_workspace — Which Google sources are connected? [supported]: Drive, Gmail and Calendar are GA; Google Chat is public preview. Sources: gemini-enterprise:gemini-enterprise:g-connectors.
- atlassian — Confluence and Jira? [supported]: Confluence Cloud/Data Center and Jira Cloud/Data Center are listed GA. Sources: gemini-enterprise:gemini-enterprise:g-connectors.
- other_systems — Which other business systems? [supported]: GA examples include Box, Dropbox, GitHub, HubSpot, Monday, Slack and ServiceNow; Notion and Salesforce-related offerings require source-specific preview checks. Sources: gemini-enterprise:gemini-enterprise:g-connectors.
- on_prem_sources — Can on-prem file shares or databases be connected? [supported]: Private Service Connect connects customer-hosted sources on-premises or across clouds; Data Center connectors are also listed. Sources: gemini-enterprise:gemini-enterprise:g-selfhosted-data, gemini-enterprise:gemini-enterprise:g-connectors.
- connector_provider — Who builds and maintains each connector? [supported]: Google publishes connector setup and required source permissions. Preview/custom MCP routes can depend on third-party servers and their separate terms. Sources: gemini-enterprise:gemini-enterprise:g-connectors, gemini-enterprise:gemini-enterprise:g-connect-overview.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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.

- microsoft_365 — Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [supported]: Paid Copilot grounds on Microsoft Graph work content. Without that add-on, shared SharePoint/synced-connector data requires an eligible metered agent; ordinary Copilot Chat is not assigned equivalent grounding. Sources: microsoft-copilot:ms-privacy, microsoft-copilot:ms-connector-license-r2.
- google_workspace — Which Google sources are connected? [partial]: Google Drive is a synced connector for licensed Copilot grounding; the federated list includes Gmail for paid eligible users. Each source requires its own authorization. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2.
- atlassian — Confluence and Jira? [partial]: Confluence/Jira synced data can ground paid Copilot; their personal self-serve variants are limited preview. Metered agents can use synced data only, not the federated route. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-personal-sync-r2, microsoft-copilot:ms-connector-license-r2.
- other_systems — Which other business systems? [partial]: Synced examples include Box, Salesforce, ServiceNow, Dynamics365, Workday, Zendesk and SAP; this is the paid-grounding route, with source credentials and individual setup requirements. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-connector-license-r2.
- on_prem_sources — Can on-prem file shares or databases be connected? [supported]: File-share/SQL/Oracle sources can be indexed by a synced connector/connector agent for paid grounding or separately metered synced-data agents; this does not run Copilot on premises. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-connector-license-r2.
- connector_provider — Who builds and maintains each connector? [supported]: Microsoft/partner/custom synced connectors coexist. Federation can use Microsoft-published or approved partners, and custom MCP has its own admin setup. All federated querying requires the paid add-on/E7. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-custom-mcp-r2, microsoft-copilot:ms-connector-license-r2.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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.

- source_permissions_respected — Are source permissions enforced per user? [supported]: In licensed Copilot work grounding, Graph data is limited to the requesting user's access; this was not tested. Sources: microsoft-copilot:ms-privacy, microsoft-copilot:ms-connector-license-r2.
- enforcement_point — Does the source system, a mirrored index or nothing enforce them? [supported]: Paid synced grounding filters item ACLs in Graph; paid federated access executes with the authenticated source-user identity. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2.
- revocation_delay — How quickly does a removed permission take effect? [unknown]: How quickly does a removed permission take effect? Unverified after checking Copilot privacy, connector architecture and Purview DLP; no two-user or permission-revocation fixture.
- admin_scope_controls — Can admins exclude sites, folders or labels? [supported]: Licensed Copilot deployment guidance documents restricted SharePoint search/SAM; federated access also intersects tenant User access and connector staging. Sources: microsoft-copilot:ms-setup, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2.
- sensitivity_labels — Are Microsoft Purview or similar labels respected? [supported]: Purview can exclude labelled content from processing through configured DLP rules. Sources: microsoft-copilot:ms-dlp.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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.

- live_or_indexed — Is content searched live or copied into an index? [supported]: Administrators choose federation or ingestion where the data source supports it; ingested stores copy entities and identity data. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview.
- sync_interval — How often does an index refresh? [supported]: Default incremental sync is every 3 hours; full and identity schedules are configurable, including identity intervals as short as 30 minutes. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview.
- deletion_propagation — How quickly does a deleted document disappear? [partial]: Full sync handles deletions; ordinary incremental sync excludes deletions and identity updates. Actual change-to-answer delay was not measured. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview.
- index_location — Where is indexed content stored? [supported]: Ingested store location is selected as global/us/eu, subject to documented regional limits. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview, gemini-enterprise:gemini-enterprise:g-locations.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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.

- live_or_indexed — Is content searched live or copied into an index? [supported]: Licensed Copilot can ground on synced Graph copies or query federated sources live without a separate external-content index. The licence matrix allows metered Chat agents to use synced data only. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2.
- sync_interval — How often does an index refresh? [partial]: For the limited-preview personal Confluence/Jira synced route, docs describe roughly15-minute incremental and seven-day full crawls; this is not a general federated or connector SLA. Sources: microsoft-copilot:ms-personal-sync-r2, microsoft-copilot:ms-connector-license-r2.
- deletion_propagation — How quickly does a deleted document disappear? [unknown]: How quickly does a deleted document disappear? Unverified after checking connector overview and personal-sync documentation; no edit/delete propagation fixture.
- index_location — Where is indexed content stored? [partial]: Paid synced grounding uses the Microsoft365 tenant Graph cloud index; federation does not copy that external content into an index. A country-level index map remains unverified. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20.

Sources: gemini-enterprise:gemini-enterprise:g-chat

#### Microsoft Copilot

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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.

- custom_instructions — Can users set persistent instructions? [partial]: Personalization includes name/role/industry and saved facts; persistent free-form instruction scope was not fully established. Sources: gemini-enterprise:gemini-enterprise:g-personalization.
- cross_chat_memory — Does the product remember facts across chats? [supported]: The app uses past interactions and saved memories for later conversations when enabled. Sources: gemini-enterprise:gemini-enterprise:g-personalization.
- user_memory_controls — Can users view, edit and delete memories? [supported]: Users can review, update, delete or stop referencing saved memories and disconnect sources. Sources: gemini-enterprise:gemini-enterprise:g-personalization.
- admin_memory_controls — Can admins turn memory off? [supported]: Admins can disable Memory and personalization profiles for all app users; memory is on by default. Sources: gemini-enterprise:gemini-enterprise:g-personalization.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20.

Sources: gemini-enterprise:gemini-enterprise:g-personalization

#### Microsoft Copilot

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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.

- create_assistants — Can users create assistants with instructions, knowledge and tools? [supported]: Workflow Builder creates chat agents with instructions, knowledge and tool/source configuration. Sources: gemini-enterprise:gemini-enterprise:g-agents.
- creator_permissions — Can admins limit who creates them? [partial]: Admins can disable chat-agent/workflow creation through app feature controls; creator-specific granular roles were not fully verified. Sources: gemini-enterprise:gemini-enterprise:g-features.
- sharing_scope — Can assistants be shared with users, groups or everyone? [supported]: Enabled agents can be shared with users/groups and published to an organization gallery, optionally requiring admin approval. Sources: gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-workflow.
- catalogue — Is there an internal assistant directory? [supported]: Agent Gallery lists available Google-made and organization agents. Sources: gemini-enterprise:gemini-enterprise:g-start.
- prompt_library — Are shared prompt templates available? [supported]: Reusable skills and agent starter prompts are documented; skills can be shared under admin controls. Sources: gemini-enterprise:gemini-enterprise:g-start, gemini-enterprise:gemini-enterprise:g-features.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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.

- builtin_tools — Which tools are built in? [supported]: Built-in tools include connected-source search/actions, web grounding, research, media generation and Canvas. Sources: gemini-enterprise:gemini-enterprise:g-start, gemini-enterprise:gemini-enterprise:g-features.
- custom_actions — Can admins add API actions? [partial]: Custom MCP tools provide a documented custom-action route; an unrestricted arbitrary OpenAPI import path was not verified. Sources: gemini-enterprise:gemini-enterprise:g-mcp.
- mcp_client — Can it use remote MCP servers, and with what admin control? [supported]: Admins can configure remote MCP data stores; the connector catalog labels Custom MCP Server public preview. Sources: gemini-enterprise:gemini-enterprise:g-mcp, gemini-enterprise:gemini-enterprise:g-connectors.
- tool_auth — Do tools act as the user or as a shared account? [supported]: Users authorize connector actions on their own account; Cloud Run MCP can authenticate the Gemini Enterprise service agent. Sources: gemini-enterprise:gemini-enterprise:g-actions, gemini-enterprise:gemini-enterprise:g-mcp.
- tool_approval — Can admins approve or block tools, and can users confirm actions before they run? [partial]: Admins control action availability and users authorize services; a universal confirmation policy for every mutation was not established. Sources: gemini-enterprise:gemini-enterprise:g-actions.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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.

- web_search — Is web search available? [supported]: The assistant supports Google Search or Enterprise web grounding when enabled. Sources: gemini-enterprise:gemini-enterprise:g-configure.
- admin_toggle — Can admins disable it per organisation or group? [partial]: Admins can configure app-wide web grounding and its default state; group-specific policy was not verified. Sources: gemini-enterprise:gemini-enterprise:g-configure.
- search_provider — Which search provider handles queries, and where? [supported]: The guide offers Google Search or Enterprise web search. Standard Google Search grounding is global; Enterprise web grounding supports US/EU residency. Sources: gemini-enterprise:gemini-enterprise:g-configure, gemini-enterprise:gemini-enterprise:g-locations.
- deep_research — Is multi-step research with a report available? [supported]: Deep Research plans and runs multiple searches over enterprise data and optionally web sources, then produces a report. Sources: gemini-enterprise:gemini-enterprise:g-research.
- web_citations — Are web sources cited? [supported]: Research reports contain citations; assistant answers provide supporting-source links. Sources: gemini-enterprise:gemini-enterprise:g-research, gemini-enterprise:gemini-enterprise:g-chat.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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.

- share_chats — Can chats be shared inside the organisation? [supported]: When enabled, share links expose the conversation as it existed when shared, including generated media. Sources: gemini-enterprise:gemini-enterprise:g-share.
- team_spaces — Are shared projects or workspaces available? [supported]: Project owners can invite colleagues into a shared knowledge space. Sources: gemini-enterprise:gemini-enterprise:g-projects.
- group_chat — Can several people chat together with the AI? [unsupported]: Project chats are private to their author; other members cannot see or join them. Sources: gemini-enterprise:gemini-enterprise:g-projects.
- share_permission_boundary — Does sharing respect the recipient's access to sources? [partial]: Linked project sources retain original ACLs, but a shared chat exposes its existing content to recipients, including sensitive material. No recipient fixture test was run. Sources: gemini-enterprise:gemini-enterprise:g-projects, gemini-enterprise:gemini-enterprise:g-share.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: No public information found (not-published)
Support: not-published

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

#### Microsoft Copilot

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20.

Sources: gemini-enterprise:gemini-enterprise:g-identity

#### Microsoft Copilot

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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.

- admin_roles — Which admin roles exist, and can admin rights be delegated? [supported]: M365, SharePoint, Purview and billing functions use distinct administrator roles. Sources: microsoft-copilot:ms-setup, microsoft-copilot:ms-cost-setup.
- groups — Can permissions be set per group? [supported]: Web-search and Anthropic settings can target groups. Sources: microsoft-copilot:ms-manage, microsoft-copilot:ms-anthropic.
- feature_toggles — Which features can be switched on or off per group? [partial]: Admins control web search and Agent Builder; Anthropic access has separate user/group controls. Sources: microsoft-copilot:ms-manage, microsoft-copilot:ms-builder, microsoft-copilot:ms-anthropic.
- multi_entity — Can subsidiaries or departments be separated within one contract? [unknown]: Can subsidiaries or departments be separated within one contract? Unverified after checking Copilot admin controls; complete feature-by-group and subsidiary isolation behavior not tested.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20.

Sources: gemini-enterprise:gemini-enterprise:g-analytics

#### Microsoft Copilot

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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.

- pii_detection — Is personal data detected in prompts and files? [partial]: Sensitive Data Protection detectors inspect supported sources/uploads and Model Armor screens prompts/responses; no AHV/IBAN fixture was tested. Sources: gemini-enterprise:gemini-enterprise:g-armor, gemini-enterprise:gemini-enterprise:g-dlp.
- pii_action — Is it redacted, masked, blocked or only warned? [partial]: Inspection-only and blocking modes are documented, and source policies can prevent ingestion or upload. Effective masking/redaction is unknown: the setup summary mentions redaction, while the specific integration guide excludes altering or masking PII. Sources: gemini-enterprise:gemini-enterprise:g-armor, gemini-enterprise:gemini-enterprise:g-dlp, gemini-enterprise:gemini-enterprise:g-admin-setup-correction.
- custom_patterns — Can admins add custom patterns or terms? [unknown]: Unknown. The app links to policy/template configuration, but a complete verified custom detector/pattern configuration was not obtained.
- dlp_integration — Does it integrate with an existing DLP product? [supported]: Google Sensitive Data Protection integrates with supported connectors, labels and uploads; it is excluded from Business and does not scan audio/video. Sources: gemini-enterprise:gemini-enterprise:g-dlp.
- filter_location — Where does filtering run? [supported]: Source policies run in Google Sensitive Data Protection and must use the app region; source policy support is global/us/eu. No local-device filter is established. Sources: gemini-enterprise:gemini-enterprise:g-dlp.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20.

Sources: gemini-enterprise:gemini-enterprise:g-locations

#### Microsoft Copilot

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20.

Sources: gemini-enterprise:gemini-enterprise:g-terms

#### Microsoft Copilot

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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.

- default_retention — What is retained and for how long by default? [partial]: Chat history defaults to 60 days from creation, including chats revisited later; file/index/log defaults were not fully established. Sources: gemini-enterprise:gemini-enterprise:g-configure.
- admin_retention — Can admins set retention periods? [supported]: Admins can select 1, 30, 60, 90, 120 or 180 days for assistant chat history. Sources: gemini-enterprise:gemini-enterprise:g-configure.
- user_deletion — Can users delete their chats and files permanently? [partial]: Chat management supports deleting conversations; irreversible purge of every file/index/log copy was not tested. Sources: gemini-enterprise:gemini-enterprise:g-organize, gemini-enterprise:gemini-enterprise:g-security.
- contract_end_deletion — What is deleted at contract end, and when? [supported]: The CDPA instructs deletion after term end, subject to a recovery period up to 30 days, completion within 180 days and applicable-law/continuing-term exceptions. Sources: gemini-enterprise:gemini-enterprise:g-dpa.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20.

Sources: gemini-enterprise:gemini-enterprise:g-dpa

#### Microsoft Copilot

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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.

- iso_27001 — ISO 27001 with scope and validity? [partial]: Google lists ISO 27001 and directs readers to product-specific scope pages; issuer, current certificate scope and validity were not verified. Sources: gemini-enterprise:gemini-enterprise:g-compliance.
- soc2 — SOC 2 type, period and covered service? [partial]: SOC 2 is listed, but report type, audit period and service-specific scope were not obtained. Sources: gemini-enterprise:gemini-enterprise:g-compliance.
- c5 — BSI C5 attestation? [partial]: BSI C5:2020 is listed; the scoped attestation and period were not inspected. Sources: gemini-enterprise:gemini-enterprise:g-compliance.
- other_certifications — Which other certificates (27701, 42001, TISAX)? [partial]: Listed programs include ISO 27017/27018/27701, SOC 1/3, HIPAA, FedRAMP and PCI DSS; individual scope and exceptions require verification. Sources: gemini-enterprise:gemini-enterprise:g-compliance.
- report_access — How can customers obtain reports? [supported]: Use Google Cloud Compliance Reports Manager for ISO certificates and SOC reports. Some resources require a Cloud or Workspace account; confidential resources remain governed by the customer agreement. No restricted report was accessed. Sources: gemini-enterprise:gemini-enterprise:r4-compliance-reports, gemini-enterprise:gemini-enterprise:r4-compliance-scope.
- pentest — Are independent penetration test summaries available? [unknown]: Unknown. No independent Enterprise-app penetration-test summary was retrieved.

Checked 2026-10-26; 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

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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.

- encryption_at_rest — Is data encrypted at rest? [supported]: Data-store encryption defaults to Google-managed keys, with CMEK options in supported regions. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview, gemini-enterprise:gemini-enterprise:g-encryption.
- customer_managed_keys — Can the customer manage or hold the keys? [supported]: CMEK supports US/EU; EKM/HSM availability and limitations are documented, with some allowlisting and feature exceptions. Sources: gemini-enterprise:gemini-enterprise:g-encryption, gemini-enterprise:gemini-enterprise:g-compliance.
- private_networking — Is private connectivity or IP restriction available? [supported]: VPC Service Controls protects the managed app, while Private Service Connect reaches self-hosted sources; third-party endpoint traffic has separate controls. Sources: gemini-enterprise:gemini-enterprise:g-security, gemini-enterprise:gemini-enterprise:g-selfhosted-data.
- tenant_isolation — How are customers separated in shared SaaS? [unknown]: Unknown. Cloud project/IAM boundaries are documented, but a product-specific shared-runtime isolation design or dedicated-tenant assurance was not obtained.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Profession-specific secrecy undertaking and add-on remain unknown; general confidentiality and scoped content-access controls do not establish §203 StGB or Art.321 StGB coverage.

Availability: unknown
Delivery: unknown
Scope: surfaces=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 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20.

Sources: gemini-enterprise:gemini-enterprise:g-dpa

#### Microsoft Copilot

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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.

- minimum_commitment — What seat or spend minimum applies? [supported]: Editions table states 1+ seats for Standard/Plus. Console quantities are capped at 25 for online/resold accounts and 1,000 for invoiced accounts; larger orders require account-team adjustment. Sources: gemini-enterprise:gemini-enterprise:g-editions, gemini-enterprise:gemini-enterprise:g-license-details.
- contract_length — What contract lengths are offered? [partial]: The console requests a subscription period; exact available periods and rates were not established. Sources: gemini-enterprise:gemini-enterprise:g-license-details.
- cancellation — How can the contract be cancelled or reduced? [supported]: Turn off automatic renewal; the subscription remains active and may be charged until its term ends. Sources: gemini-enterprise:gemini-enterprise:g-license-details.
- local_invoicing — Can it be invoiced in CHF or EUR from a European entity? [unknown]: Unknown. A Gemini-specific CHF/EUR invoice and European contracting entity were not established from the inspected pages.
- transparency_class — Is pricing transparent, partial, quote-only or unknown? [supported]: Partially specified: Business starting price, usage rates and procurement mechanics are public; Standard/Plus licence terms and large-order totals were not established. Sources: gemini-enterprise:gemini-enterprise:g-business, gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:g-license-details.

Checked 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20.

Sources: gemini-enterprise:gemini-enterprise:g-terms-main

#### Microsoft Copilot

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-21; 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

Verification status: Agent cross-checked (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 2026-10-26; 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

Verification status: Agent cross-checked (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 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20.

Sources: gemini-enterprise:gemini-enterprise:g-start

#### Microsoft Copilot

Verification status: Agent cross-checked (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 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20.

Sources: microsoft-copilot:ms-training, microsoft-copilot:ms-price-us

## Sources

### gemini-enterprise:gemini-enterprise:g-locations

Data residency for Gemini Enterprise Standard and Plus. US/EU at-rest and processing commitments have model and tool exceptions; standard Google Search grounding is global.

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/locations
- Locator: Multi-regions; In-country regions; Limitations table
- Evidence kind: documented
- Source date: 2026-10-20
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-features

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/manage-web-app-features
- Locator: Model availability; Enable Gemini models; Enable third-party models; feature controls
- Evidence kind: documented
- Source date: 2026-10-20
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-chat

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/assistant-chat
- Locator: File formats and size limitations; Ask questions and view sources; Best practices; Limitations
- Evidence kind: documented
- Source date: 2026-10-20
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-releases

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/release-notes
- Locator: 2026-10-15 Claude launch; 2026-10-20 regional Gemini 2.5 Pro removal; 2026-08-06 postponement
- Evidence kind: documented
- Source date: 2026-10-20
- Retrieved: 2026-10-21

### microsoft-copilot:ms-ppt-model-r2

Choose your model when editing with Copilot in PowerPoint. Commercial PowerPoint editing documents Auto, ChatGPT and Claude choices, with Anthropic admin enablement and session/region limits.

- URL: https://support.microsoft.com/en-us/office/choose-your-model-when-editing-with-copilot-in-powerpoint
- Locator: Commercial subscription requirement; editing-mode selector; session and region limits
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-roadmap

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

- URL: https://www.microsoft.com/en-us/microsoft-365/roadmap
- Locator: September model entries; October 9 Office Frontier; June 16 Cowork GA
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-release

Microsoft 365 Copilot release notes. Release notes distinguish platform availability and describe gradual tenant rollout.

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/release-notes
- Locator: October 6 2026; gradual release policy
- Evidence kind: documented
- Source date: 2026-10-06
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-quotas

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/quotas-and-overages
- Locator: Feature and edition-based quotas; Standard and Plus table; Claude pricing
- Evidence kind: documented
- Source date: 2026-10-15
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-budget

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/manage-costs-overview
- Locator: Cap costs with a project spend limit; End-user experience
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:r4-single-user-quotas

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/release-notes
- Locator: October 22, 2026: Single-user quota limits
- Evidence kind: documented
- Source date: 2026-10-22
- Retrieved: 2026-10-26

### gemini-enterprise:gemini-enterprise:r4-single-user-enforcement

Gemini Enterprise quotas and overages. 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.

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/quotas-and-overages
- Locator: Single-user quota limits
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### microsoft-copilot:ms-anthropic

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

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/connect-to-ai-subprocessor
- Locator: Opt-in regions; admin settings; Anthropic models with Data Retention
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-price-us

Microsoft Copilot Plans and Pricing - Enterprise. 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.

- URL: https://www.microsoft.com/en-us/copilot/pricing/enterprise
- Locator: Copilot Chat; paid add-on; compare plans; FAQ
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-connect-overview

Introduction to connectors and data stores. Ingestion copies entities and permissions; full and incremental syncs differ in their handling of identities and deletion.

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/connectors/introduction-to-connectors-and-data-stores
- Locator: Data store regions; Sync types; Sync schedules
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-upload

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

- URL: https://support.microsoft.com/en-us/microsoft-365-copilot/file-upload-in-microsoft-copilot
- Locator: Supported file formats; file limits; files handling
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-editions

Compare editions of Gemini Enterprise. 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.

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/editions
- Locator: Compare features, Seats and Storage rows
- Evidence kind: documented
- Source date: 2026-10-16
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-projects

Create and manage 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.

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/projects
- Locator: Limitations; Manage project knowledge; Chat with assistant
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-agents

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/workflow-builder/create-chat-agent
- Locator: Instructions; Knowledge; Tools; publishing steps
- Evidence kind: documented
- Source date: 2026-10-20
- Retrieved: 2026-10-21

### microsoft-copilot:ms-notebooks

Get answers and insights about your Microsoft Copilot Notebook. Free Copilot Chat notebooks use up to 50 references; paid notebook grounding uses up to 300, with broader entity types.

- URL: https://support.microsoft.com/en-us/microsoft-365-copilot/get-answers-and-insights-about-your-microsoft-365-copilot-notebook
- Locator: Reference limits and supported content types
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-notebook-instructions

Provide custom instructions for your Microsoft Copilot Notebook. Notebook instructions can be edited and shared collaboratively; a SharePoint or OneDrive service plan is required.

- URL: https://support.microsoft.com/en-us/microsoft-365-copilot/provide-custom-instructions-for-your-microsoft-365-copilot-notebook
- Locator: Instructions; sharing note; prerequisites
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-builder

Agent Builder in Microsoft 365 Copilot. Agent Builder creates knowledge/instruction agents, has admin access controls and requires Copilot Studio for authored external actions.

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/extensibility/agent-builder
- Locator: Knowledge; licensing; admin controls; known limitations
- Evidence kind: documented
- Source date: 2026-09-30
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-connectors

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/connectors/connect-third-party-data-source
- Locator: Sources by launch stage; federated-query warning
- Evidence kind: documented
- Source date: 2026-10-15
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-selfhosted-data

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/connectors/introduction-to-self-hosted
- Locator: Access patterns; Private Service Connect
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-privacy

Data, Privacy, and Security for Microsoft Copilot. Microsoft documents the rename, Graph permissions, protected interaction storage, no foundation-model training and residency exceptions.

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/microsoft-365-copilot-privacy
- Locator: Rename note; organizational data; stored interactions; EU Data Boundary
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-connector-license-r2

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

- URL: https://learn.microsoft.com/en-us/microsoftsearch/licensing
- Locator: Licensing matrix; federated prerequisites; synced versus agents
- Evidence kind: documented
- Source date: 2026-06-02
- Retrieved: 2026-10-21

### microsoft-copilot:ms-connectors-r2

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

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/connectors/overview
- Locator: Architecture; source examples; citations; October rollout note
- Evidence kind: documented
- Source date: 2026-10-06
- Retrieved: 2026-10-21

### microsoft-copilot:ms-federated-r2

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

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/connectors/federated-connectors-overview
- Locator: Supported experiences; user licence; actions and confirmation; Tools view
- Evidence kind: documented
- Source date: 2026-10-16
- Retrieved: 2026-10-21

### microsoft-copilot:ms-custom-mcp-r2

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

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/connectors/set-up-custom-federated-connectors
- Locator: MCP prerequisites; OAuth; tenant controls and staged rollout
- Evidence kind: documented
- Source date: 2026-10-16
- Retrieved: 2026-10-21

### microsoft-copilot:ms-personal-sync-r2

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

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/connectors/personal-sync-connectors-overview
- Locator: Limited preview; Confluence/Jira; incremental/full synchronization
- Evidence kind: documented
- Source date: 2026-08-13
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-dlp

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/protect-sensitive-data
- Locator: Supported editions and regions; inbound data; Metadata labels
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-setup

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

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/microsoft-365-copilot-setup
- Locator: Prerequisites; security; get started and deploy
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-dlp

Microsoft Purview DLP for Microsoft 365 Copilot and Cowork. Purview policies can detect sensitive prompt types and block Copilot processing; file-label and prompt paths have distinct conditions.

- URL: https://learn.microsoft.com/en-us/purview/dlp-microsoft365-copilot-location-learn-about
- Locator: Sensitive information types; prevent processing prompts; sensitivity labels
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-personalization

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/configure-personalization
- Locator: Data control; Save information as memories; Turn off personalization and memory
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-memory

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

- URL: https://support.microsoft.com/en-us/microsoft-365-copilot/personalize-what-microsoft-365-copilot-remembers
- Locator: Saved memory; history; work insights; custom instructions; temporary chat
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-workflow

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/workflow-builder
- Locator: Capabilities; Agent types
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-start

Get started with using the Gemini Enterprise app. The app guide identifies web/mobile access, shared skills, agent sharing and role-based use-case guides.

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/get-started
- Locator: Choose your app experience; Share and collaborate
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-agents

Get started with agents in the Microsoft Copilot app. Users can discover prebuilt and organization agents and share agent links, subject to account and organization settings.

- URL: https://support.microsoft.com/en-us/microsoft-365-copilot/get-started-with-agents-in-the-microsoft-365-copilot-app
- Locator: Explore agents; create and share
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-actions

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/assistant-use-actions
- Locator: Authorize your connected services; supported service actions
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-mcp

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/connectors/custom-mcp-server/set-up-custom-mcp-server
- Locator: Limitations; authentication; data-store configuration
- Evidence kind: documented
- Source date: 2026-10-19
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-research

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/research-assistant
- Locator: Research sources; generated reports and citations
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-configure

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/configure-assistant
- Locator: Additional LLM system instructions; web grounding; banned phrases; retention
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-chat-privacy

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

- URL: https://learn.microsoft.com/en-us/copilot/privacy-and-protections
- Locator: Grounding; organizational data; logging; generated files; EUDB
- Evidence kind: documented
- Source date: 2026-08-24
- Retrieved: 2026-10-21

### microsoft-copilot:ms-manage

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

- URL: https://learn.microsoft.com/en-us/copilot/manage
- Locator: Manage web search queries; Cloud Policy
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-schedule

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/workflow-builder/schedule-chat-agent
- Locator: Schedule and refresh; Limitations; View and approve scheduled runs
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-schedule

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

- URL: https://support.microsoft.com/en-us/microsoft-365-copilot/schedule-your-most-used-copilot-prompts
- Locator: Prerequisites; create; manage scheduled prompts
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-cowork

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

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/cowork/get-started
- Locator: Prerequisites; watch Cowork work; approve actions
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-audit

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/audit-logging
- Locator: Audited methods and permission types
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-api

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/reference/rest
- Locator: Discovery Engine service; assistants, agents, dataStores documents and sessions resources
- Evidence kind: documented
- Source date: 2026-10-09
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-api-auth

Authenticate to Gemini Enterprise API. API authentication is documented using Google Cloud identity, credentials and supported client libraries.

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/authentication
- Locator: Authentication options; client libraries
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-chat-api-r2

Microsoft 365 Copilot Chat API overview. The text Chat API preview requires each user to have the paid add-on, uses grounding/compliance, and excludes graphical/code/action skills.

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/extensibility/api/ai-services/chat/overview
- Locator: Licensing; preview terms; limitations
- Evidence kind: documented
- Source date: 2026-07-02
- Retrieved: 2026-10-21

### microsoft-copilot:microsoft-copilot:r4-roadmap-work-iq

Microsoft AI at Work roadmap. 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.

- URL: https://www.microsoft.com/en-us/microsoft-365/roadmap
- Locator: April 30, Work IQ API public preview; October 15 legal announcement
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-26

### gemini-enterprise:gemini-enterprise:g-canvas

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas
- Locator: Editing; export; Limitations
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-mobile

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/configure-mobile-app
- Locator: Before you begin; MDM; third-party identity provider configuration
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-chat-usage

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

- URL: https://learn.microsoft.com/en-us/microsoft-365/admin/activity-reports/microsoft-copilot-usage
- Locator: Audience; metrics; export
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:microsoft-copilot:r4-mdm-deployment

Microsoft Copilot app 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.

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/deploy-microsoft-365-copilot-app
- Locator: Deploy via any MDM; prevent automatic installation; rename note
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### gemini-enterprise:gemini-enterprise:r5-workspace-agent-access

Google Workspace admin controls for Gemini Enterprise. 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.

- URL: https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users
- Locator: Get licenses; side panel; service status; Workspace data access
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon

Official Gemini Enterprise Workspace add-on codelab. 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.

- URL: https://codelabs.developers.google.com/ge-gws-agents
- Locator: Prerequisites; default agent as Google Workspace add-on; StreamAssist; deploy to Gmail and Chat
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### gemini-enterprise:gemini-enterprise:r5-offer-boundaries

Google Gemini Enterprise and Gemini app scope. 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.

- URL: https://cloud.google.com/gemini-enterprise/faq
- Locator: Gemini app differences; Agent Platform separate purchase
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### gemini-enterprise:gemini-enterprise:r5-canvas-tone

Gemini Enterprise Canvas tone and editing scope. 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.

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas
- Locator: Edit a document; export; limitations
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### gemini-enterprise:gemini-enterprise:r5-translation-separate-api

Cloud Translation Advanced document translation. 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.

- URL: https://docs.cloud.google.com/translate/docs/advanced/translate-documents
- Locator: API setup; translate documents; use AutoML or a glossary
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### microsoft-copilot:ms-writing-r2

Get started writing prompts in Microsoft Copilot. The support guide gives drafting and Word rewrite examples and separately requires the commercial Copilot subscription for work-data grounding.

- URL: https://support.microsoft.com/en-us/microsoft-365-copilot/get-started-writing-prompts-in-microsoft-365-copilot
- Locator: Scope note; draft/edit examples; work-content licence
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:microsoft-copilot:r5-chat-translation

Copilot Chat file-content 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.

- URL: https://support.microsoft.com/en-us/microsoft-365-copilot/translate-files-into-another-language-in-microsoft-365-copilot-chat
- Locator: Translate a file; tone/style/country examples
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### microsoft-copilot:microsoft-copilot:r5-word-translation-boundary

Word Translator and Copilot translation workflow. 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.

- URL: https://word.cloud.microsoft/create/en/blog/how-to-translate-documents-in-word/
- Locator: Translate a Word document with Translator; Rewrite translated content with AI; Review checks
- Evidence kind: documented
- Source date: 2026-09-16
- Retrieved: 2026-10-26

### microsoft-copilot:microsoft-copilot:r5-sharepoint-translation

SharePoint document translation scope. 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.

- URL: https://learn.microsoft.com/en-us/microsoft-365/documentprocessing/translation-overview?view=o365-worldwide
- Locator: Requirements; translated file copy; release limitations
- Evidence kind: documented
- Source date: 2026-04-23
- Retrieved: 2026-10-26

### microsoft-copilot:microsoft-copilot:r5-sharepoint-glossary

SharePoint terminology 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.

- URL: https://learn.microsoft.com/en-us/microsoft-365/documentprocessing/translation-glossary?view=o365-worldwide
- Locator: Create and use a custom glossary for document translation
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### microsoft-copilot:microsoft-copilot:r5-sharepoint-metering

Document processing separate metered billing. 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.

- URL: https://learn.microsoft.com/en-us/microsoft-365/documentprocessing/syntex-azure-billing?view=o365-worldwide
- Locator: Prerequisites; services list including document translation
- Evidence kind: documented
- Source date: 2025-08-04
- Retrieved: 2026-10-26

### gemini-enterprise:gemini-enterprise:g-terms

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

- URL: https://cloud.google.com/terms/service-terms
- Locator: AI/ML Services Training Restriction; Generated Output; Grounding with Google Search
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:microsoft-copilot:r4-image-admin

Configure Microsoft Copilot settings. 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.

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/configure-copilot-admin-center
- Locator: Configure Copilot actions; Before you begin
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### microsoft-copilot:microsoft-copilot:r4-online-service-terms

Microsoft Product Terms for Online Services. 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.

- URL: https://www.microsoft.com/licensing/terms/product/ForOnlineServices/all
- Locator: Using the Online Services; Acceptable Use; Generative AI Output Content
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### gemini-enterprise:gemini-enterprise:g-use-mobile

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/use-the-mobile-app
- Locator: Voice; Speech to Text; Text to Speech
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-voice

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

- URL: https://support.microsoft.com/en-us/microsoft-365-copilot/get-started-with-voice-features-in-microsoft-365-copilot
- Locator: Feature/account matrix; work/school data and privacy
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-code-r2

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

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/extensibility/code-interpreter-security
- Locator: Availability; isolated Azure VM; Python analysis
- Evidence kind: documented
- Source date: 2025-11-26
- Retrieved: 2026-10-21

### microsoft-copilot:ms-chat-privacy-r2

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

- URL: https://learn.microsoft.com/en-us/copilot/privacy-and-protections
- Locator: Exchange logging; OneDrive uploads; Office file generation
- Evidence kind: documented
- Source date: 2026-08-24
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-share

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/share-conversations
- Locator: Important warning; Create link; View shared conversations
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-language

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

- URL: https://support.microsoft.com/en-us/microsoft-365-copilot/supported-languages-for-microsoft-365-copilot
- Locator: Work or school accounts; localization description
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-identity

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/configure-identity-provider?hl=en
- Locator: Google Identity; Workforce Identity Federation; Entra/Okta SCIM
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-license-details

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/licenses
- Locator: Subscription seat quantity limits; auto-assignment; cancel a subscription
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-access-control

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/access-control
- Locator: Gemini Enterprise Admin/User roles; app-level access
- Evidence kind: documented
- Source date: 2026-10-20
- Retrieved: 2026-10-21

### microsoft-copilot:ms-cost-setup

Set up usage-based billing for Copilot Credits. The cost dashboard exposes policy and per-user monthly limits and consumes prepaid credit before PAYG overage.

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/usage-based-billing-copilot-credits-setup
- Locator: Roles; monthly limits; prepaid and PAYG
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-analytics

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/view-analytics
- Locator: Adoption; Usage and Quality; Agent; User Level; export
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-usage

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

- URL: https://learn.microsoft.com/en-us/microsoft-365/admin/activity-reports/microsoft-365-copilot-usage
- Locator: Report metrics and privacy note
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-costs

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/view-costs
- Locator: Billing tab; Before you begin
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-usage-logs

Access Gemini Enterprise usage audit logs with Cloud Logging. Prompt/response content logging is configurable, and log routing plus field-level restrictions are documented.

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/set-up-usage-audit-logs
- Locator: Logged information; Control access to logs
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-audit

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

- URL: https://learn.microsoft.com/en-us/purview/audit-copilot
- Locator: Admin and user activities; common properties
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-audit-standard

Learn about auditing solutions in Microsoft Purview. Purview distinguishes standard audit retention from separately licensed longer-retention capabilities.

- URL: https://learn.microsoft.com/en-us/purview/audit-solutions-overview
- Locator: Audit Standard and Premium retention
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-retention

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

- URL: https://learn.microsoft.com/en-us/purview/retention-policies-copilot
- Locator: What is included; mailbox retention flow; holds
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:microsoft-copilot:r4-audit-export

Audit logs for Copilot and AI applications. 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.

- URL: https://learn.microsoft.com/en-us/purview/audit-copilot
- Locator: Accessing Copilot audit logs; Next steps
- Evidence kind: documented
- Source date: 2026-08-26
- Retrieved: 2026-10-26

### microsoft-copilot:microsoft-copilot:r4-audit-api

Microsoft 365 usage reports in Microsoft Graph. 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.

- URL: https://learn.microsoft.com/en-us/graph/api/resources/report?view=graph-rest-beta
- Locator: Programmatically export unlicensed Copilot Chat usage
- Evidence kind: documented
- Source date: 2025-12-23
- Retrieved: 2026-10-26

### gemini-enterprise:gemini-enterprise:g-armor

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/enable-model-armor
- Locator: Inspect and block vs Inspect only; PII; templates; logging
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-admin-setup-correction

Set up Gemini Enterprise as an administrator. The setup summary mentions redaction, whereas its linked integration guide expressly excludes PII masking; effective redaction is not established.

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/before-you-begin
- Locator: Enable Model Armor safety controls; linked Model Armor integration guide
- Evidence kind: documented
- Source date: 2026-10-20
- Retrieved: 2026-10-21

### microsoft-copilot:ms-dlp-default

Learn about the default DLP policy for Microsoft 365 Copilot location. The default sensitive-prompt DLP policy simulates and alerts rather than blocking until configured otherwise.

- URL: https://learn.microsoft.com/en-us/purview/dlp-microsoft365-copilot-location-default-policy
- Locator: Simulation mode default
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:microsoft-copilot:r4-custom-dlp-types

Purview DLP for Copilot and Cowork. 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.

- URL: https://learn.microsoft.com/en-us/purview/dlp-microsoft365-copilot-location-learn-about
- Locator: Block sensitive information types in prompts; Files uploaded in prompts; Availability
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### microsoft-copilot:ms-edp

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

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/enterprise-data-protection
- Locator: DPA; protection of prompts and responses
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-eudb

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

- URL: https://learn.microsoft.com/en-us/privacy/eudb/eu-data-boundary-learn
- Locator: Overview; logs; countries; configuration
- Evidence kind: documented
- Source date: 2025-02-26
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-security

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/security-overview
- Locator: End user security; data security; compliance
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### microsoft-copilot:ms-no-training

Microsoft Copilot no-training statement. 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.

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/microsoft-365-copilot-privacy
- Locator: Important; abuse monitoring
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-organize

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/assistant-organize
- Locator: Manage chats; delete and retention
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-dpa

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

- URL: https://cloud.google.com/terms/data-processing-addendum
- Locator: General Terms 6 and 11; European Data Protection Law terms
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-retention-r2

Learn about retention for Copilot and AI apps. Purview governs Exchange copies of AI interactions and holds, with asynchronous deletion processing distinct from uploaded-file storage.

- URL: https://learn.microsoft.com/en-us/purview/retention-policies-copilot
- Locator: Interaction storage; retention/hold processing; deleted users
- Evidence kind: documented
- Source date: 2025-09-26
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-subprocessors

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

- URL: https://cloud.google.com/terms/subprocessors
- Locator: Google Cloud Platform; technical support locations
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-subprocessors

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

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/copilot-subprocessor-overview
- Locator: Subprocessor governance; customer notification
- Evidence kind: documented
- Source date: 2026-08-18
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-compliance

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/compliance-security-controls?hl=en
- Locator: Certifications; product-scope instructions; Security controls
- Evidence kind: vendor-claimed
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:r4-compliance-reports

Google Cloud Compliance Reports Manager. 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.

- URL: https://cloud.google.com/security/compliance/compliance-reports-manager
- Locator: Compliance Reports Manager access and confidentiality
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### gemini-enterprise:gemini-enterprise:r4-compliance-scope

Gemini Enterprise compliance and security controls. 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.

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/compliance-security-controls
- Locator: Certifications; AlphaEvolve and Antigravity limitations
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### microsoft-copilot:microsoft-copilot:r4-report-access

Microsoft Service Trust Portal 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.

- URL: https://learn.microsoft.com/en-us/compliance/assurance/stp-get-started
- Locator: Accessing the Service Trust Portal; Reports, Whitepapers and Artifacts
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### microsoft-copilot:microsoft-copilot:r5-bsi-iso27001

BSI certificate registry: Microsoft 365 ISMS IS 552878. 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.

- URL: https://www.bsigroup.com/en-GB/products-and-services/assessment-and-certification/validation-and-verification/client-directory-certificate/IS%20552878/
- Locator: ISO/IEC 27001:2022; Microsoft Corporation; scope and effective/expiry dates
- Evidence kind: certificate-verified
- Source date: 2024-07-26
- Retrieved: 2026-10-26
- Issuer: BSI
- Certificate 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
- Registry: https://www.bsigroup.com/en-GB/products-and-services/assessment-and-certification/validation-and-verification/client-directory-certificate/IS%20552878/

### microsoft-copilot:microsoft-copilot:r5-bsi-iso27701

BSI certificate registry: Microsoft 365 privacy PM 741035. 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.

- URL: https://www.bsigroup.com/en-GB/products-and-services/assessment-and-certification/validation-and-verification/client-directory-certificate/PM%20741035/
- Locator: ISO/IEC 27701:2019; processor scope; effective/expiry dates
- Evidence kind: certificate-verified
- Source date: 2024-07-26
- Retrieved: 2026-10-26
- Issuer: BSI
- Certificate 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
- Registry: https://www.bsigroup.com/en-GB/products-and-services/assessment-and-certification/validation-and-verification/client-directory-certificate/PM%20741035/

### microsoft-copilot:microsoft-copilot:r5-copilot-compliance-boundary

Copilot Microsoft 365 compliance relationship. 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.

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/microsoft-365-copilot-privacy
- Locator: Meeting regulatory compliance requirements
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### microsoft-copilot:microsoft-copilot:r5-iso42001-scope

Microsoft public ISO 42001 service 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.

- URL: https://learn.microsoft.com/en-us/compliance/regulatory/offering-iso-42001
- Locator: Microsoft AI services in scope; report route
- Evidence kind: vendor-claimed
- Source date: 2026-09-11
- Retrieved: 2026-10-26

### gemini-enterprise:gemini-enterprise:g-encryption

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

- URL: https://docs.cloud.google.com/gemini/enterprise/docs/cmek
- Locator: Supported locations; limitations; external key management
- Evidence kind: documented
- Source date: 2026-10-15
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-business

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

- URL: https://cloud.google.com/gemini-enterprise/business?hl=en
- Locator: Starting price; FAQs on trial, security and admin controls
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-price-de

Microsoft Copilot - Pläne und Preise für Unternehmen. The German page lists EUR 26 per user per month billed annually excluding VAT, plus a qualifying M365 subscription.

- URL: https://www.microsoft.com/de-de/copilot/pricing/enterprise
- Locator: Paid Microsoft 365 Copilot price card and tax notice
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:ms-credit-rates

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

- URL: https://learn.microsoft.com/en-us/microsoft-copilot-studio/requirements-messages-management
- Locator: Copilot Credits billing table
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20

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

- URL: https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml
- Locator: Cube time=2026-10-20; USD and CHF reference rates
- Evidence kind: documented
- Source date: 2026-10-20
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:r4-pricing-gap

Gemini Enterprise app FAQ. 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.

- URL: https://cloud.google.com/gemini-enterprise/faq
- Locator: Access and purchase of Standard, Plus and Frontline; business trial
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### microsoft-copilot:fx-20261020

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

- URL: https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml
- Locator: Cube time=2026-10-20; USD and CHF entries
- Evidence kind: documented
- Source date: 2026-10-20
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-pricing

Gemini for business product page. 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.

- URL: https://cloud.google.com/gemini-enterprise#pricing
- Locator: FAQ: models; evaluation; early-access disclosure
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-terms-main

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

- URL: https://cloud.google.com/terms
- Locator: Intellectual Property Rights; licence and service terms
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-support

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

- URL: https://cloud.google.com/support
- Locator: Basic, Standard, Enhanced and Premium support
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### gemini-enterprise:gemini-enterprise:g-status

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

- URL: https://status.cloud.google.com/
- Locator: Service status and incident history
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### microsoft-copilot:microsoft-copilot:r4-support-channels

Copilot support and feedback. 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.

- URL: https://learn.microsoft.com/en-us/microsoft-365/copilot/extensibility/feedback
- Locator: Developer support channels
- Evidence kind: documented
- Source date: 2026-01-22
- Retrieved: 2026-10-26

### microsoft-copilot:ms-training

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

- URL: https://adoption.microsoft.com/en-us/copilot/skilling-center/
- Locator: Role-based resources; Academy; Champions
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21
