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Agent-readable comparison

Gemini Enterprise vs onAI

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

This comparison has 17 criteria with sourced findings for both products, including 14 that a second agent cross-checked for both. 48 criteria have a sourced finding for at least one product, and 44 carry a statement by onAI. "Sourced" findings passed publication validation: they are scoped, fresh and cite public resolved sources. "Agent cross-checked" findings also received a separate agent source pass, not necessarily a hands-on test. "Stated by onAI" marks the publisher's own statements about its product (evidence type vendor-statement), which cite no third-party source. Humans approve the rubric, templates and generator; they do not review every finding. No winner is declared. A missing sourced finding is not evidence that a capability is absent.

Same facts as Markdown and JSON. Methodology.

Models

MOD-01 Model catalogue and providers

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

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Agent cross-checked Support: partial

The public page offers user-selectable Claude, GPT, Gemini, Grok and Mistral families. Exact chat model versions, automatic routing and per-model input capabilities are not established.

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat and Flat price public offers; exact model entitlements unspecified; add_ons=none stated; deployment_mode=not specified; region=Unspecified by source; os=not specified.

Limitations

  • Model-family marketing is not a tested model inventory or a release-lag measurement.
  • providers Which model providers are available? [supported]: The vendor names Anthropic, OpenAI, Google, xAI and Mistral AI model families; current selectable provider inventory was not observed. Sources: onai:public-models-display-20261026.
  • current_models Which current models are selectable on this plan? [partial]: The page names Claude, GPT, Gemini, Grok and Mistral families, but supplies no complete versioned chat-model list per plan. Sources: onai:public-models-display-20261026.
  • user_choice Can users pick the model per chat? [supported]: Employees choose a model for a task within the administrator-approved set. Sources: onai:public-models-display-20261026.
  • auto_routing Does the product route between models automatically, and is the chosen model shown? [unknown]: The public model section does not establish automatic routing or disclosure of its selected model; no app fixture was run.
  • multimodal_input Which models accept images, audio or files? [unknown]: Public chat-model copy does not map image, audio or file input to named model versions. Image Studio is a separate capability.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:public-models-display-20261026.

MOD-02 Model freshness

Judgment rule: Measure the days from a provider's general release to availability in the product for the last three major releases from OpenAI, Anthropic and Google (and Mistral where offered). Use dated changelogs or observation. Record deprecation notice for retired models.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

We enable new models shortly after their release.

MOD-03 Bring-your-own keys and provider contracts

Judgment rule: Record customer-held API keys, customer cloud accounts (Azure OpenAI, Bedrock, Vertex), and aggregator routes (OpenRouter, LiteLLM) as separate routes. Record what still works without a vendor-provided model, whether prices change with BYO, and documented restrictions. API-key support does not imply support for the customer's own Azure contract.

Gemini Enterprise

No public information found Support: not-published

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Your own provider contracts and API keys (for example Azure, OpenRouter) are possible on request.

MOD-04 Local and self-hosted models

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

Gemini Enterprise

No public information found Support: not-published

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

With on-premises, local models can be connected (for example via Ollama).

MOD-05 Model control and usage limits

Judgment rule: Record admin allow-lists per group, default models, restrictions on which models may see which data, and per-user rate or fair-use limits. Test one restriction with two users in different groups. Record limits as enforced stops, warnings or undocumented fair use.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

  • Remaining atomic gaps: model_allowlist_by_group, data_bound_models, default_model.
  • model_allowlist_by_group Can admins limit models per group? [unknown]: Unknown. Model toggles are app-level in the retrieved guide; a two-group restriction test and direct group-level model policy were not verified.
  • data_bound_models Can admins restrict which models receive connector or knowledge content? [unknown]: Unknown. No source-to-model routing restriction was established in the model and connector guides.
  • default_model Can admins set the default model? [unknown]: Unknown. Auto is documented as the user-facing default, but an administrator-set default model was not established.
  • user_limits What per-user message or token limits apply, and are they published? [supported]: Standard/Plus retain shared edition/project/location pools of 160/200 assistant queries per seat/day. Since October 22, admins can also configure a single-user quota multiplier for an edition/location. AI developer tools are excluded from that multiplier. Sources: gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:r4-single-user-quotas, gemini-enterprise:gemini-enterprise:r4-single-user-enforcement.
  • limit_behaviour What happens when a limit is reached? [supported]: A single-user limit can stop the exhausted feature for that user while other features/users continue within the pool; overage configuration changes exhaustion behavior. A depleted shared pool needs paid overages, and project spend caps retain delayed enforcement. Sources: gemini-enterprise:gemini-enterprise:r4-single-user-enforcement, gemini-enterprise:gemini-enterprise:g-budget.

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Admins decide per group which models are allowed.

Company knowledge

KNOW-01 Files in chat

Judgment rule: Record supported formats, size and count limits, scanned-PDF OCR, tables and spreadsheets, images inside documents, and whether a file is read in full or retrieved in chunks. Upload the shared fixture set (long German PDF, scanned contract, Excel with formulas, PowerPoint) and record failures.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Upload PDF, Word, Excel and other files directly in the chat and ask about them.

KNOW-02 Knowledge bases and shared collections

Judgment rule: Record curated document collections that persist across chats, who can create and share them, size limits, and how they attach to assistants. Distinguish personal, group and organisation-wide scope.

Gemini Enterprise

Agent cross-checked Support: supported

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

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Shared knowledge collections with access rights per group.

KNOW-03 Enterprise connectors

Judgment rule: List each connector separately with plan, availability and setup owner: SharePoint, OneDrive, Outlook, Teams, Google Drive, Gmail, Confluence, Jira, Notion, Box, Salesforce, ServiceNow, file shares. Record whether the vendor or a third party (or the customer via MCP) provides it, and whether it needs admin consent. A connector listed on a roadmap or partner page is `announced`. An on-prem connector or gateway proves access to local data, not a self-hosted platform (DATA-02).

Gemini Enterprise

Agent cross-checked Support: supported

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

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

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

onAI

Agent cross-checked Support: partial

The vendor describes live Microsoft 365 access with specific delegated permissions. Other connector names are marketing leads with incomplete source and plan scope.

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Microsoft 365 listed in Per seat and Flat price; optional Microsoft licences/permissions apply; add_ons=Optional existing Microsoft 365 Copilot licence for semantic search and meeting notes; deployment_mode=not specified; region=Source tenant region and model processing region depend on customer configuration; os=not specified.

Limitations

  • Microsoft 365 claims are vendor statements, not an observed tenant connection. Generic connector examples are not individually verified integrations.
  • microsoft_365 Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [supported]: The page lists SharePoint/OneDrive files, SharePoint pages/lists, Outlook mail/attachments, calendar, Teams chats, OneNote, To Do/Planner and directory. Channels and meeting transcripts require additional admin approval; semantic Copilot search/meeting notes require eligible Microsoft 365 Copilot licences. Sources: onai:public-m365-display-20261026, onai:public-m365-permissions-display-20261026.
  • google_workspace Which Google sources are connected? [unknown]: The page’s Google sign-in is not a Google Drive/Gmail connector specification. No scoped Google Workspace data connector or trial was verified.
  • atlassian Confluence and Jira? [partial]: The FAQ names Confluence as a standard-connector example without setup, plan or permission details. Jira availability is not established. Sources: onai:public-other-connectors-display-20261026.
  • other_systems Which other business systems? [partial]: The FAQ names S3 and proprietary data sources through connectors or an API. No source-by-source catalogue for Notion, Box, Salesforce or ServiceNow was obtained. Sources: onai:public-other-connectors-display-20261026.
  • on_prem_sources Can on-prem file shares or databases be connected? [unknown]: Custom database and on-premises hosting copy does not establish an operational file-share/database connector, network gateway or associated plan requirements.
  • connector_provider Who builds and maintains each connector? [partial]: onAI says its Microsoft app supplies the Microsoft 365 connection and IT approves delegated permissions; no provider/maintenance contract is specified for the other example connectors. Sources: onai:public-m365-permissions-display-20261026.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:public-m365-display-20261026, onai:public-m365-permissions-display-20261026, onai:public-other-connectors-display-20261026.

KNOW-04 Permission-aware retrieval

Judgment rule: Using two test users, verify that a restricted document in the fixture tenant is never cited or summarised for the user without access, including after a permission change. Record whether permissions are enforced at query time by the source system, mirrored into an index, or not enforced. Record the propagation delay of a revocation.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Agent cross-checked Support: partial

For Microsoft 365 the vendor claims per-user source permission checks at query time. Revocation delay, site exclusions and sensitivity-label behavior have not been tested.

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat; Flat price includes everything in Per seat. Microsoft 365 connector consent and source-account access required.; add_ons=Customer Microsoft account and required delegated consent; deployment_mode=not specified; region=Customer Microsoft tenant; receiving model region configured separately; os=not specified.

Limitations

  • Scope is the live Microsoft 365 connector. Native knowledge collection ACLs and copied/shared answers require separate checks.
  • Public pricing explicitly includes Microsoft 365 in Per seat and inherits it in Flat price. This establishes advertised plan scope, not a completed permission or deletion-propagation fixture.
  • source_permissions_respected Are source permissions enforced per user? [supported]: The vendor says onAI makes delegated read-only requests as the signed-in user and Microsoft checks that person’s source access. No two-user restricted-folder fixture was run. Sources: onai:public-m365-permissions-display-20261026, onai:review-m365-boundaries-display-20261026.
  • enforcement_point Does the source system, a mirrored index or nothing enforce them? [supported]: Microsoft is the stated enforcement point for live requests; the page says no mirrored Microsoft 365 library index is created. Sources: onai:public-m365-permissions-display-20261026, onai:review-m365-boundaries-display-20261026.
  • revocation_delay How quickly does a removed permission take effect? [unknown]: No measured permission-revocation propagation interval is published and no revoke/grant fixture was run.
  • admin_scope_controls Can admins exclude sites, folders or labels? [unknown]: The page lists optional source permissions and model restrictions but does not establish site/folder/label exclusion controls.
  • sensitivity_labels Are Microsoft Purview or similar labels respected? [unknown]: No Microsoft Purview sensitivity-label handling specification or label fixture was obtained.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:public-m365-permissions-display-20261026, onai:review-m365-boundaries-display-20261026, onai:review-plan-m365-display-20261026.

KNOW-05 Freshness and sync model

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

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Agent cross-checked Support: partial

Microsoft 365 is described as live retrieval without a second library index. Content read into a chat remains in that conversation, and no edit/delete timing was measured.

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat; Flat price includes everything in Per seat. Microsoft 365 connector consent and source-account access required.; add_ons=Microsoft delegated connector consent; deployment_mode=not specified; region=Source data in customer Microsoft tenant; chat storage per deployment; os=not specified.

Limitations

  • This is the Microsoft 365 sync model only. Uploaded knowledge collections use a separate storage/retrieval mechanism.
  • Public pricing explicitly includes Microsoft 365 in Per seat and inherits it in Flat price. This establishes advertised plan scope, not a completed permission or deletion-propagation fixture.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:public-m365-permissions-display-20261026, onai:review-m365-boundaries-display-20261026, onai:review-plan-m365-display-20261026.

KNOW-06 Grounding and retrieval quality

Judgment rule: Run the shared question set over the fixture corpus: factual lookups, cross-document questions, German document with an English question, a question with no answer in the corpus. Record citation presence, link accuracy, correct answers and refusals to invent. Disclose model, settings, attempt count and failures. Single runs support a case study, not a ranking.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Agent cross-checked Support: partial

For Per seat and Flat price Microsoft 365 answers, the vendor describes numbered source citations. Grounding accuracy, abstention and cross-language retrieval remain unknown without the shared fixture.

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat; Flat price includes everything in Per seat. Microsoft 365 connector consent and source-account access required.; add_ons=Required Microsoft delegated consent and customer source-account access; deployment_mode=not specified; region=Customer Microsoft tenant; receiving model region depends on configuration; os=not specified.

Limitations

  • This record covers Microsoft 365 source citations on the two named public offers. No observed accuracy, link verification, abstention or cross-language retrieval result is claimed.
  • citations Are answers linked to specific sources? [supported]: For Microsoft 365 answers included in Per seat and inherited by Flat price, the vendor describes numbered links to the original email, file or chat. The illustrated conversations are examples; citation accuracy was not observed. Sources: onai:review-plan-m365-display-20261026, onai:review-m365-boundaries-display-20261026.
  • citation_accuracy Do the cited passages support the answer? [unknown]: No fixture or real source-linked answer was checked for passage support or link accuracy.
  • cross_language Does a question in one language find documents in another? [unknown]: The DE/FR/EN question set was not run against a connected corpus; interface translation does not establish cross-language retrieval quality.
  • no_answer_behaviour Does it say when the corpus has no answer? [unknown]: No no-answer corpus fixture was run; the public example does not establish reliable abstention.
  • observed_accuracy How many of the question set were answered correctly? [unknown]: No observed question-set numerator, denominator, model/settings or repeat count is available. No accuracy percentage is invented.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:review-m365-boundaries-display-20261026, onai:review-plan-m365-display-20261026.

KNOW-07 Memory and personal context

Judgment rule: Record personal custom instructions, cross-chat memory, project or workspace context, and user controls to view, edit, delete or disable memory. Record whether admins can disable memory organisation-wide.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Personal instructions that apply across all chats.

Assistants and agents

AGT-01 Custom assistants

Judgment rule: Record creation of assistants with instructions, model, knowledge and tools; who can create; sharing scope; versioning; and an internal catalogue or directory. Build one HR policy assistant on the fixture and share it with one group. Prompt templates and a prompt library are recorded here.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Create your own assistants with instructions and knowledge and share them with your team.

AGT-02 Tools, actions and MCP

Judgment rule: Record built-in tools, custom actions (OpenAPI), MCP client support (local and remote servers), authentication model per tool (shared service account or per-user OAuth), and admin approval of tools. Verify one external-tool call and its access boundary.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Tools and your own API actions (OpenAPI); MCP not yet.

AGT-03 Web search and deep research

Judgment rule: Record web search on/off control per organisation and group, search provider, citation of web sources, deep or multi-step research, and whether queries leave the residency boundary. Admins of regulated companies often need web search off.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Web search with cited sources; admins grant it to groups.

AGT-04 Workflows and automation

Judgment rule: Record no-code or low-code workflows, scheduled prompts, triggers from email, forms or business systems, and multi-step chains. Name where they run and who can build them. A shared prompt template is not a workflow.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Agent cross-checked Support: partial

The public site labels the native workflow engine coming soon and offers n8n/custom workflow services meanwhile.

Stated by onAI We build workflows and automations as a service; a self-service builder is in progress. (vendor-statement, asserted )

Availability: unknown · Delivery: official-integration
Scope: surfaces=onAI browser workspace; version=Undated public homepage checked 2026-10-26; no native workflow release verified.; plan=Public n8n/custom-workflow service offer on request; plan entitlement unspecified. Native workflow engine described as coming soon.; add_ons=none stated; deployment_mode=not specified; region=Workflow deployment and processing regions are not specified in the cited public homepage section.; os=not specified.

Limitations

  • workflow_builder: The native engine is announced as coming soon, without a release date. The current offer describes n8n integration run by onAI, the customer or a partner; no native self-service chain builder is counted as released.
  • scheduled_tasks: No user-facing scheduled-prompt service, schedule limits or plan entitlement was verified. Internal background task machinery is insufficient evidence. Search on 2026-10-26: https://onaihq.com/, https://onaihq.com/sitemap.xml, https://onaihq.com/docs/. No additional scoped evidence established this answer.
  • event_triggers: No documented email/form/business-system trigger or executed workflow was obtained; outbound webhooks do not establish inbound workflow triggers. Search on 2026-10-26: https://onaihq.com/, https://onaihq.com/sitemap.xml, https://onaihq.com/docs/. No additional scoped evidence established this answer.
  • builder_audience: For the described n8n alternative, onAI, the customer or a partner may operate it, and onAI offers workflow construction on request. This does not specify a shipped native builder audience, schedule limits or event-trigger coverage.
  • The public homepage is undated and combines a future native engine with an on-request service alternative. No public deployment/version or Per seat/Flat price workflow entitlement was established.
  • workflow_builder Is there a workflow or chain builder? [partial]: The native engine is announced as coming soon, without a release date. The current offer describes n8n integration run by onAI, the customer or a partner; no native self-service chain builder is counted as released. Sources: onai:onai:review-fix-public-workflow-scope-20261026.
  • scheduled_tasks Can prompts or assistants run on a schedule? [unknown]: No user-facing scheduled-prompt service, schedule limits or plan entitlement was verified. Internal background task machinery is insufficient evidence. Search on 2026-10-26: https://onaihq.com/, https://onaihq.com/sitemap.xml, https://onaihq.com/docs/. No additional scoped evidence established this answer.
  • event_triggers Can external events start a workflow? [unknown]: No documented email/form/business-system trigger or executed workflow was obtained; outbound webhooks do not establish inbound workflow triggers. Search on 2026-10-26: https://onaihq.com/, https://onaihq.com/sitemap.xml, https://onaihq.com/docs/. No additional scoped evidence established this answer.
  • builder_audience Is building aimed at business users, IT or developers? [partial]: For the described n8n alternative, onAI, the customer or a partner may operate it, and onAI offers workflow construction on request. This does not specify a shipped native builder audience, schedule limits or event-trigger coverage. Sources: onai:onai:review-fix-public-workflow-scope-20261026.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:onai:review-fix-public-workflow-scope-20261026.

AGT-05 Agentic task execution

Judgment rule: Record an agent mode that plans and carries out multi-step tasks with tools (browser, files, connectors), with visible steps, user confirmation of side effects and stop control. Run one fixture task (gather three documents, draft a summary, propose an email). Record interventions and what ran. A final claim of success is not proof.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

No separate autonomous agent mode; tools run in the normal chat.

AGT-06 Programmable access

Judgment rule: Record a public API for chat, assistants and knowledge, SDKs, API authentication, rate limits and whether API use counts against the same governance (audit, budgets, model restrictions). Being an MCP client is different from exposing the product over MCP.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

API for chat and document processing on request.

Daily work

WORK-01 Clients and access points

Judgment rule: List web, desktop (Windows, macOS), iOS, Android, mobile browser and browser extension separately. For each, record login with company SSO, feature gaps against web, and MDM/Intune deployability. An installable app is different from a mobile website.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Agent cross-checked Support: partial

The vendor offers a browser workspace requiring no installation. Native clients, extensions and managed deployment support remain unknown.

Stated by onAI An uncluttered interface without technical settings. At Manor, hundreds of employees use onAI every day. (vendor-statement, asserted )

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat and Flat price web workspace offers; add_ons=none stated; deployment_mode=not specified; region=Unspecified by source; os=Browser; operating system unspecified.

Limitations

  • Only browser access is established by public copy. No native-client absence is inferred from missing listings.
  • web Is a full web client available? [supported]: The public AI Tools section describes the employee workspace running in a current browser with nothing to install. Sources: onai:public-web-client.
  • desktop_apps Windows and macOS apps? [unknown]: No first-party Windows/macOS native client download, company-SSO support table or desktop fixture was located.
  • mobile_apps iOS and Android apps with SSO? [unknown]: No iOS/Android native app listing or mobile SSO fixture was verified. A responsive website would not establish native apps.
  • browser_extension Is there a browser extension or sidebar? [unknown]: No browser extension/sidebar release or installation instructions were located on the public product page or sitemap.
  • managed_deployment Can IT deploy and configure clients through MDM? [unknown]: No MDM/Intune deployment package, policy guide or client configuration profile was obtained.
  • client_feature_gaps Which features are missing on mobile? [unknown]: No matched desktop/mobile-browser/native-client fixture was run; no cross-client feature parity claim is made.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: onai:public-web-client.

WORK-02 Office suite and Teams integration

Judgment rule: Record presence inside Word, Excel, PowerPoint, Outlook and Teams (and Google Docs, Gmail), with what the assistant can do in each: read the open document, write into it, act on mail. Record extra licences and admin consent needed. A connector that searches Office files is KNOW-03, not WORK-02.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Outlook and Excel add-ins in preparation; Microsoft 365 is connected live.

WORK-03 Translation and writing

Judgment rule: Record document translation preserving layout, the translation engine (LLM or dedicated such as DeepL), glossaries, formality control, supported languages including Swiss German conventions (no ß), and rewriting/proofreading tools. Translate the shared German contract into French and Italian and record layout and glossary results.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Translation with DeepL: documents with their layout, glossaries, formal or informal address. Plus adjusting style and tone.

WORK-04 Image generation and editing

Judgment rule: Record available image models, editing (inpainting, reference images), admin control and per-image cost visibility, and licence or usage terms for generated images.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Agent cross-checked Support: partial

Image Studio advertises several image models, prompt-based editing and administrator controls. Its cost examples and commercial-use statement are vendor claims.

Stated by onAI The leading image models from OpenAI, Google, Black Forest Labs and xAI in one studio: one prompt to up to three models side by side, styles with automatic prompt enhancement, editing with up to ten reference images, cost shown before generating. (vendor-statement, asserted )

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Image Studio listed in Per seat and Flat price; model entitlements unspecified; add_ons=none stated; deployment_mode=not specified; region=Provider dependent; EU-only optional tier described separately; os=not specified.

Limitations

  • Displayed prices and timings are illustrative UI examples, not a general price list or measured benchmark. No provider-specific output-rights contract was reviewed.
  • image_generation Can users generate images, with which models? [supported]: The page lists GPT Image, Nano Banana Pro, Imagen 4 and FLUX.3, with up to three selected models per prompt and an estimated provider cost shown before generation. Exact version IDs and live plan entitlements were not tested. Sources: onai:public-images.
  • image_editing Can users edit uploaded images? [supported]: The page describes editing an uploaded image or a previous result using a text instruction and shows image-editing models. Inpainting masks and per-model limits were not verified. Sources: onai:public-images.
  • admin_control Can admins restrict image generation? [supported]: Administrators are said to choose image models and which users may use them; optional personal-data filtering is described. Sources: onai:public-images.
  • usage_terms What usage rights apply to output? [partial]: The vendor says generated images may be used commercially. It does not supply model-specific output licences, indemnities or restrictions in this section. Sources: onai:public-image-rights.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: onai:public-image-rights, onai:public-images.

WORK-05 Voice and meetings

Judgment rule: Record dictation, read-aloud, live voice conversation, meeting transcription and summarisation, supported languages including Swiss German speech, and where audio is processed.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Voice input with transcription, and answers read aloud.

WORK-06 Data analysis and document output

Judgment rule: Record code execution for data analysis, charts, and generation of downloadable Word, Excel, PowerPoint and PDF files. Analyse the fixture Excel and request a PowerPoint summary. Record where code runs and whether files are editable.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Code execution (Python) for data analysis and charts.

WORK-07 Sharing and team spaces

Judgment rule: Record chat sharing (link, user, group), shared projects or team spaces, channels or group chat with AI, and commenting. Test sharing a chat with a colleague in another group and record what the recipient sees, including knowledge they lack access to.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Share chats with colleagues by link.

WORK-08 Interface languages and accessibility

Judgment rule: Record UI languages, focusing on German, French, Italian and English, with translation quality observed (complete, partial, machine-translated). Record response language handling and WCAG conformance statements.

Gemini Enterprise

No public information found Support: not-published

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Interface in German and English, more languages in preparation.

Administration and governance

ADM-01 Single sign-on and authentication

Judgment rule: Record SAML, OIDC, Microsoft Entra ID, Google, LDAP, MFA enforcement, conditional-access compatibility, domain verification and plan restrictions. Test one SSO login on a trial where possible.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Agent cross-checked Support: partial

Public copy offers Microsoft, Google, OIDC and LDAP sign-in, with published plan differences. Native SAML, MFA enforcement and conditional-access behavior were not verified.

Availability: unknown · Delivery: official-integration
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat: Microsoft/Google; Flat price: Microsoft/Google/OIDC/LDAP; add_ons=none stated; deployment_mode=not specified; region=Identity-provider and deployment regions unspecified; os=not specified.

Limitations

  • No successful login or policy enforcement fixture was run. SAML and MFA are left unknown rather than inferred from corporate-login marketing.
  • sso_protocols Which SSO protocols and identity providers work? [supported]: The current page lists Microsoft Entra ID, Google, any OpenID Connect provider and LDAP. It does not establish native SAML support; generic corporate SSO language is insufficient. Sources: onai:public-pricing-display-20261026.
  • sso_plan Which plan includes SSO? [supported]: Per seat lists Entra ID and Google. Flat price lists Entra ID, Google, OIDC and LDAP. These are published offer terms, not an executed SSO fixture. Sources: onai:public-pricing-display-20261026.
  • mfa Can MFA be enforced? [unknown]: No onAI-native MFA requirement or tenant-enforced IdP-MFA setup was verified. IdP capabilities are not automatically onAI enforcement.
  • conditional_access Do Entra conditional-access policies apply? [unknown]: No Entra conditional-access compatibility statement or test policy/login result was obtained.
  • domain_capture Can the company claim its email domain? [unknown]: No domain-claim/verification workflow, automatic capture policy or ownership-transfer fixture was established from public material.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:public-pricing-display-20261026.

ADM-02 User provisioning and lifecycle

Judgment rule: Record SCIM, just-in-time provisioning, group sync from the identity provider, deprovisioning effects (chats, assistants, knowledge ownership transfer) and licence assignment. Deprovision a test user and record what happens to their content.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Users are created automatically at their first SSO sign-in and groups come from the directory; no SCIM.

ADM-03 Roles, groups and feature permissions

Judgment rule: Record admin roles, delegated admins, groups, per-feature permissions (web search, image generation, connectors, file upload, agents), separation of subsidiaries or departments, and enforcement. Test one disabled feature for one group.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Roles and groups; admins decide per group which features (for example Image Studio, translator, web search) are used.

ADM-04 Usage and adoption analytics

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

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Usage reports by model, feature and person.

ADM-05 Spend controls and cost allocation

Judgment rule: Record cost visibility per user, group and cost centre, budgets and their behaviour (alert, block, downgrade model), pooled credits, and chargeback exports. Test a small budget on a trial where possible. Distinguish billed amounts, estimates and unavailable amounts.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Cost limits per organisation and per person.

ADM-06 Audit logs and compliance export

Judgment rule: Record which events are logged (logins, admin changes, prompts, responses, file access, connector queries), retention, export or SIEM streaming, and eDiscovery/legal hold. Use the word audit only with a defined retention and integrity model.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Audit logging can be switched on; a built-in SIEM connection is not included.

ADM-07 Data loss prevention and personal data

Judgment rule: Record detection and handling of personal and confidential data before it reaches a model: redaction, masking, blocking, warning. Record integration with Purview, Netskope or similar, and whether filtering runs locally or at a third party. Send a fixture prompt with a Swiss AHV number and IBAN and record the outcome.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

For selected web search providers and image models, automatic redaction of sensitive text can be switched on.

ADM-08 AI policy and guardrails

Judgment rule: Record organisation-wide system instructions, acceptable-use notices and acknowledgement, content filters, topic restrictions, AI-output labelling, and admin visibility of policy violations. Separate enforced policy from instructions the model is expected to follow.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Administrators set notice banners and system instructions for the AI.

Data protection and sovereignty

DATA-01 Hosting location and data residency

Judgment rule: Record country or region separately for chat storage, files and indexes, model inference, backups, logs and telemetry, and support access. Name the cloud provider. Record whether residency is default, a paid option or plan-dependent. "EU data boundary" programmes are recorded with their documented exceptions.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Swiss contracting party. onAI runs on servers in Europe. On request a dedicated server, or onAI runs on your own servers (on-premises).

DATA-02 Deployment options

Judgment rule: Record multi-tenant SaaS, dedicated single-tenant instance, deployment in the customer's cloud account, on-premise and air-gapped as separate options with plan and availability. Record which features are missing in each mode, who operates it, and the documented seat or contract threshold for each mode, which can differ from the enterprise plan threshold (e.g. dedicated SaaS from 2,000 seats, own cloud from 5,000). A local-network connector or gateway that reaches on-prem data from a vendor-hosted platform is KNOW-03, not on-premise deployment.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Swiss contracting party. onAI runs on servers in Europe. On request a dedicated server, or onAI runs on your own servers (on-premises).

DATA-03 Training use and provider retention

Judgment rule: Record whether customer content trains vendor or provider models, by plan and default; zero-data-retention arrangements with model providers; abuse-monitoring retention and human review; and the model provider's terms that apply. A "no training" claim on a marketing page is `vendor-claimed` until the contract or DPA says so.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Sourced Support: partial

The site publishes general no-training copy and advertises an optional provider zero-retention tier. Their contractual applicability to Per seat and Flat price is unverified; no plan-specific provider-retention or human-review guarantee is established.

Stated by onAI Your data is not used to train AI models; we only use providers that exclude this by contract. (vendor-statement, asserted )

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Product-wide marketing only; Per seat/Flat price contractual applicability and EU-only tier eligibility unverified.; add_ons=EU-only processing and zero-retention option, terms unspecified; deployment_mode=not specified; region=Per-provider default unknown; optional EU tier claimed; os=not specified.

Limitations

  • Remains public-candidate because the public statements are not mapped to a named plan contract. No no-training or zero-retention entitlement is inferred for either plan.
  • The existence of a requestable DPA is not review of its terms; provider retention and human review remain explicit gaps.
  • vendor_training Does the vendor train on customer content? [partial]: The public product page makes a general no-training statement about prompts, files and answers. It is recorded only as unqualified marketing copy: no retrieved DPA or public plan mapping establishes the contractual rule for Per seat or Flat price. Sources: onai:review-contract-plan-gaps.
  • provider_training Do model providers train on it under this product's contracts? [unknown]: No provider contract or Per seat/Flat price policy mapping was retrieved. General no-training marketing does not establish model-provider contract terms, exceptions or enforcement. Sources: onai:review-contract-plan-gaps.
  • provider_retention How long do model providers keep prompts, including for abuse monitoring? [unknown]: No provider-by-provider prompt/abuse-monitoring retention period, default or exception schedule was obtained.
  • zero_retention Is zero data retention available, and on which plan? [unknown]: The page advertises an optional EU-only AI-processing tier with provider zero retention, but its applicable base plan, providers, exceptions and contractual terms were not retrieved. This is not counted as an established Per seat or Flat price entitlement. Sources: onai:review-contract-plan-gaps.
  • human_review Can provider staff review content? [unknown]: No product-specific provider human-review/abuse-monitoring policy or opt-out contract was retrieved.

Checked ; not separately cross-checked; check again by 2026-12-20. Sources: onai:review-contract-plan-gaps.

DATA-04 Retention and deletion

Judgment rule: Record default retention for chats, files, indexes and logs; admin-configured retention; user deletion; deletion after contract end; and deletion confirmation.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Users delete their own chats at any time. At contract end we delete all of your organisation's data, with confirmation on request.

DATA-05 Sub-processors and foreign-law exposure

Judgment rule: Record the published sub-processor list with countries, change-notification rules, the vendor's and parent company's jurisdiction, transfer mechanisms (EU-US Data Privacy Framework, Swiss-US DPF, SCCs) and the vendor's documented position on foreign government access requests (e.g. US CLOUD Act). Record facts, not a legal assessment.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Agent cross-checked Support: partial

Telesoft AG is publicly identified in Switzerland. A product subprocessor/country/change-notice schedule and government-access policy were not obtained; website processors are scoped separately.

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=All public offers for entity identity; product processor terms unspecified; add_ons=none stated; deployment_mode=not specified; region=Vendor Switzerland; product processor and parent countries unknown; os=not specified.

Limitations

  • No legal exposure verdict is made. Product contracts and website privacy terms must remain separate.
  • subprocessor_list Is a dated sub-processor list published? [unknown]: The homepage advertises a public subprocessor list but no product list/document was linked or retrieved through the sitemap and legal pages. The dated website policy is not the workspace processor list. Sources: onai:public-compliance-display-20261026, onai:public-website-privacy-display-20261026.
  • subprocessor_countries Which countries do sub-processors operate in? [unknown]: The product provider/country matrix is unknown. The website policy lists providers in Slovenia, Estonia, Ireland and the USA for website purposes only; these cannot be treated as product coverage. Sources: onai:public-website-privacy-display-20261026.
  • change_notification Are customers notified of sub-processor changes? [unknown]: No product subprocessor change-notice period, objection rule or notification subscription was located.
  • parent_jurisdiction Which jurisdiction governs the vendor and its parent? [partial]: The imprint names Telesoft AG at a Swiss address and a Swiss VAT registration. A parent-company ownership/jurisdiction record was not obtained. Sources: onai:public-imprint-display-20261026.
  • transfer_mechanism Which transfer mechanism applies to non-EU/CH processing? [unknown]: Website processing cites SCCs and provider-dependent DPF. No corresponding product AI-provider/data-transfer agreement was retrieved. Sources: onai:public-website-privacy-display-20261026.
  • government_access_policy Is there a published government-access or transparency policy? [unknown]: No product government-access/transparency policy or dated request report was found. Swiss incorporation alone does not establish foreign-law immunity.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:public-compliance-display-20261026, onai:public-imprint-display-20261026, onai:public-website-privacy-display-20261026.

DATA-06 Contracts and regulatory coverage

Judgment rule: Record DPA availability and form (click-through, negotiable), reference to Swiss revDSG and GDPR, governing law and court, EU AI Act documentation (provider or deployer role, transparency materials), and sector-specific materials (FINMA outsourcing, banking secrecy, public sector). No compliance verdict.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Sourced Support: partial

The general public DPA inquiry path is established. DPA content, Swiss DSG/GDPR clauses, AI Act material and plan-specific document entitlements remain unverified for Per seat and Flat price; no compliance conclusion is drawn.

Stated by onAI Data processing agreement under the Swiss FADP and the GDPR on request. (vendor-statement, asserted )

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=General DPA inquiry/compliance copy only; Per seat/Flat price document entitlement unverified.; add_ons=none stated; deployment_mode=not specified; region=Swiss entity; claimed Swiss DSG/GDPR coverage; os=not specified.

Limitations

  • Remains public-candidate. A contact action and general legal labels do not establish plan-scoped contract terms or supplied regulatory documentation.
  • No product agreement, legal forum or sector-specific contract package was reviewed.
  • dpa Is a DPA available, and is it negotiable? [partial]: A general Request the DPA contact action is public. It establishes an inquiry path, not that a particular DPA, execution procedure or negotiability option is included in Per seat or Flat price; no contract was retrieved and no sales contact was made. Sources: onai:review-contract-plan-gaps.
  • revdsg_gdpr Does the DPA cover revDSG and GDPR? [unknown]: The website refers generally to Swiss DSG and GDPR, but no product DPA text or plan applicability was retrieved. Its actual revDSG/GDPR clauses and scope cannot be established from the vendor entity or marketing labels. Sources: onai:review-contract-plan-gaps, onai:public-imprint.
  • governing_law Which law and court govern the contract? [unknown]: A Swiss contracting entity does not determine governing law or court. No product agreement specifying either was obtained.
  • ai_act_materials Is EU AI Act documentation provided? [unknown]: The public page advertises AI Act transparency labels. No provider/deployer-role documentation, technical material, conformity scope or Per seat/Flat price delivery entitlement was obtained. Sources: onai:review-contract-plan-gaps.
  • sector_materials Are FINMA or other sector materials provided? [unknown]: No FINMA outsourcing, banking secrecy, public-sector or regulated-industry contract package was obtained.

Checked ; not separately cross-checked; check again by 2026-12-20. Sources: onai:public-imprint, onai:review-contract-plan-gaps.

DATA-07 Certifications and attestations

Judgment rule: Record each certificate or report separately: ISO 27001, 27017, 27018, 27701, 42001; SOC 2 Type I/II with period; BSI C5; TISAX; national schemes. Record issuer, scope (which product and entity), validity and access route. A cloud provider's certificate does not certify the product.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

onAI is not currently ISO 27001 certified and has no SOC 2 report.

DATA-08 Encryption and key control

Judgment rule: Record encryption at rest and in transit, customer-managed keys (BYOK/HYOK), key location, and private networking (private link, IP allow-lists, VPN).

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

  • Remaining atomic gaps: tenant_isolation.

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Connections are encrypted over HTTPS, stored data is encrypted in the cloud, and each organisation's data is logically separated. Dedicated installations and on-premises: encryption and separation follow your infrastructure.

DATA-09 Professional secrecy

Judgment rule: For professional secrecy holders (Berufsgeheimnisträger: lawyers, doctors, auditors, tax advisers) under § 203 StGB (DE) and Art. 321 StGB (CH), record whether the vendor signs a contractual secrecy undertaking or a § 203 agreement that binds its staff and its sub-processors; whether this comes as a dedicated offering or a paid add-on, and on which plan; who can access content in plain text (vendor staff, sub-processors, model providers); and the documentation provided. A DPA or a no-training clause alone is not a secrecy undertaking. Banking secrecy and FINMA outsourcing belong to DATA-06, not here. Record contract facts, not a legal assessment.

Gemini Enterprise

Agent cross-checked Support: partial

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

Availability: unknown · Delivery: unknown
Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard/Plus under applicable Google Cloud contract; Workspace Gemini excluded; add_ons=none stated; deployment_mode=multi-tenant-saas; region=No profession-specific DE/CH contractual scope verified; deployment/provider regions follow the other scoped claims.; os=not specified.

Limitations

  • Contract facts only; no legal suitability assessment. No profession-specific commitment or paid option inferred from generic confidentiality, hosting, encryption or no-training terms.
  • Public, unauthenticated source pass only; no sales contact, NDA request or authenticated access-control test.
  • secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: Unknown. Reviewed Gemini Enterprise security/contract documentation and Google Cloud CDPA, and searched Google first-party material for professional secrecy, Berufsgeheimnis and §203. No Gemini Enterprise-specific §203 StGB or Art.321 StGB template or dedicated add-on was retrieved. A DPA or no-training clause alone does not answer whether a profession-specific undertaking is signed.
  • subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [unknown]: Unknown. No retrieved §203/Art.321 undertaking establishes flow-down to all relevant subcontractors/model providers. General DPA confidentiality is not equivalent.
  • secrecy_offering Is it a dedicated offering or add-on, and on which plan? [unknown]: Unknown. No documented profession-specific plan, dedicated instance option or paid secrecy add-on and its entitlements/pricing were established.
  • content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: Google CDPA section7.1.2 binds authorised processors to confidentiality; Appendix2 describes role-based access, personnel confidentiality and authorisation. These are general data-security commitments. Exact staff/subprocessor/model-provider plaintext-access conditions and a profession-specific undertaking for this procurement remain unverified. Sources: gemini-enterprise:gemini-enterprise:g-dpa.
  • secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: Unknown. Reviewed Gemini Enterprise security/contract documentation and Google Cloud CDPA, and searched Google first-party material for professional secrecy, Berufsgeheimnis and §203. No Gemini Enterprise-specific §203 StGB or Art.321 StGB template or dedicated add-on was retrieved. General data-flow/security pages are available but do not document such a secrecy offering.

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Professional-secrecy agreement (for example § 203 StGB / Art. 321 StGB) on request.

Commercials and vendor

VEN-01 Pricing model and list prices

Judgment rule: Record pricing unit (per seat, per active user, usage-based, platform fee, hybrid), list prices per plan in original currency with date, included usage and credits, add-on prices (connectors, agents, image generation) and overage rates. Cite public prices or dated quotes. Per-seat versus usage is a fact, not a quality judgment.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Agent cross-checked Support: partial

The page lists EUR 17/user/month with EUR 5 monthly model budget; Per seat overage is actual consumption with no minimum. Flat price and detailed tariffs remain quoted or unspecified.

Stated by onAI From €17 per user and month, including €5 of model use; lower for larger teams. Or one fixed price for the whole company. (vendor-statement, asserted )

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat EUR 17/month; Flat price annual quote; publication is not GA verification; add_ons=EU-only processing option, price unknown; deployment_mode=not specified; region=European hosting; dedicated CH/DE/on-premises by quoted plan; os=not specified.

Limitations

  • add_ons: Per seat lists models, Image Studio, translator and Microsoft 365 access. Flat price additionally lists dedicated/on-premises hosting, own models, branding and onboarding. An EU-only processing tier is offered without a public surcharge or connector/agent add-on tariff.
  • overage: For Per seat, usage beyond the included model budget is billed at actual consumption, with no minimum and invoices itemized by model and quantity; the usage journal shows provider-reported token counts. No complete tariff, model conversion/multiplier, top-up or rollover schedule was retrieved.
  • pricing_unit What is the pricing unit? [supported]: Per seat is priced per user/month. Flat price is one fixed annual company price with unlimited users; unlimited seats do not establish unlimited model usage. Sources: onai:onai:public-automation-status-20261026.
  • list_prices What are list prices per plan, with date and currency? [supported]: As retrieved 2026-10-21, Per seat is EUR 17/user/month excluding VAT. The Flat price amount is on request; no CHF list price is shown. Sources: onai:onai:public-automation-status-20261026.
  • included_usage What usage is included? [supported]: Per seat includes EUR 5 model budget per user/month. The page does not translate this into message/token/image quotas or state the Flat price usage allowance. Sources: onai:onai:public-automation-status-20261026.
  • add_ons Which features cost extra? [partial]: Per seat lists models, Image Studio, translator and Microsoft 365 access. Flat price additionally lists dedicated/on-premises hosting, own models, branding and onboarding. An EU-only processing tier is offered without a public surcharge or connector/agent add-on tariff. Sources: onai:onai:public-automation-status-20261026.
  • overage What do usage beyond limits and premium models cost? [partial]: For Per seat, usage beyond the included model budget is billed at actual consumption, with no minimum and invoices itemized by model and quantity; the usage journal shows provider-reported token counts. No complete tariff, model conversion/multiplier, top-up or rollover schedule was retrieved. Sources: onai:onai:public-automation-status-20261026.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:onai:public-automation-status-20261026.

VEN-02 Scenario cost

Judgment rule: Price three workloads for 12 months: 200, 1,000 and 5,000 users with a disclosed light/regular/power usage mix, in CHF and EUR excluding VAT. Include licences, platform fees, add-ons, model usage and, for self-hosted options, a stated operating assumption. Separate fixed, variable, included and unknown costs. No invented discounts.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Agent cross-checked Support: partial

Under ALM-14 shared cost assumptions v1.4, 2026-10-21, only the published Per seat component is calculable. The scenario is from that EUR/CHF floor plus unknown usage/option charges; Flat price requires a quote.

Stated by onAI From €17 per user and month, including €5 of model use; lower for larger teams. Or one fixed price for the whole company. (vendor-statement, asserted )

Availability: beta · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat list-price scenario only; Flat price and customer-operated totals unknown; add_ons=No priced add-ons included; option costs unknown; deployment_mode=multi-tenant-saas; region=Published European-hosting offer; GA unverified; os=not specified.

Limitations

  • ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, full paid seats, list price, excluding VAT, no invented discounts. These are plan components, not complete workload totals.
  • The included model allowance is not counted twice. Annual model usage is 11.88M input and 2.376M output tokens per user under the disclosed mix, but the product billing tariff is unknown.
  • cost_200 Year-one cost at 200 users? [partial]: 200 seats for 12 months: from EUR 40,800 / CHF 37,686.96 excluding VAT, plus unknown usage/option costs. EUR 12,000 annual model budget is already included, not added again. Flat price and actual workload overage are unpriced. Sources: onai:public-pricing, onai:ecb-fx.
  • cost_1000 Year-one cost at 1,000 users? [partial]: 1,000 seats for 12 months: from EUR 204,000 / CHF 188,434.80 excluding VAT, plus unknown usage/option costs. EUR 60,000 annual model budget is already included. Flat price and actual workload overage are unpriced. Sources: onai:public-pricing, onai:ecb-fx.
  • cost_5000 Year-one cost at 5,000 users? [partial]: 5,000 seats for 12 months: from EUR 1,020,000 / CHF 942,174 excluding VAT, plus unknown usage/option costs. EUR 300,000 annual model budget is already included. Flat price and actual workload overage are unpriced. Sources: onai:public-pricing, onai:ecb-fx.
  • variable_share Which part depends on usage? [partial]: Shared workload: 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month; each message has 3,000 input and 600 output tokens including retrieval. This is 330 messages/month/user. No onAI default-model tariff or credit-to-provider mapping is public, so no variable charge or variable percentage is invented. Sources: onai:public-pricing.
  • unknown_parts Which costs could not be priced? [partial]: Unknowns include Flat price quotes, model usage beyond the included allowance, premium features/EU-only options and customer-operated infrastructure/support. No proxy API price substitutes for an unpublished onAI tariff. FX is ECB 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; USD/EUR reciprocal 0.8916629514043692. Sources: onai:public-pricing, onai:public-processing, onai:ecb-fx.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: onai:ecb-fx, onai:public-pricing, onai:public-processing, onai:review-plan-m365, onai:review-residency-parts.

VEN-03 Evaluation access

Judgment rule: Distinguish free tier, self-serve trial, sales-led pilot, paid proof of concept and open-source self-install. Record card requirement, duration, seat limit, and which features (SSO, connectors, admin) the trial includes. Map which shared scenarios can be run without sales approval.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

A personal demo, then trial access for your team.

VEN-04 Contract terms and pricing transparency

Judgment rule: Record minimum seats or commitment, contract length, monthly versus annual billing, price-change rules, cancellation and downgrade terms, and invoicing in CHF/EUR. Classify pricing as transparent, partially specified, quote-only or unknown, naming the missing fields. Quote-only pricing is a disclosed constraint.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

  • Remaining atomic gaps: local_invoicing.

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

onAI

Agent cross-checked Support: partial

Per seat has a public EUR headline and monthly seat flexibility; Flat price is quoted annually. Legal commitment, cancellation rules and CHF invoicing remain unverified.

Stated by onAI From €17 per user and month, including €5 of model use; lower for larger teams. Or one fixed price for the whole company. (vendor-statement, asserted )

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat monthly price/seat flexibility; Flat price annual quote; add_ons=none stated; deployment_mode=not specified; region=Swiss provider; EUR display; CHF invoicing unknown; os=not specified.

Limitations

  • Published billing frequency is not an executed minimum-term contract. No undisclosed enterprise discount is assumed.
  • minimum_commitment What seat or spend minimum applies? [unknown]: No minimum seat count or spend commitment is stated on the current pricing page. The about-50-user flat-price break-even is not a contractual minimum. Sources: onai:public-pricing.
  • contract_length What contract lengths are offered? [partial]: Per seat is quoted monthly and says seats can be added/removed each month. Flat price is quoted annually; the legal contract length and billing options are not supplied. Sources: onai:public-pricing.
  • cancellation How can the contract be cancelled or reduced? [partial]: The page promises monthly Per seat seat changes. Cancellation notice, proration, refunds, price-change rules and downgrade terms were not obtained. Sources: onai:public-pricing.
  • local_invoicing Can it be invoiced in CHF or EUR from a European entity? [partial]: Prices are displayed in EUR and the identified provider is Swiss Telesoft AG. Actual invoice currency, CHF availability and VAT/payment terms were not verified. Sources: onai:public-pricing, onai:public-imprint.
  • transparency_class Is pricing transparent, partial, quote-only or unknown? [supported]: Partially specified: the Per seat headline and allowance are public; Flat price is quote-only and usage overage, option prices and legal terms are missing. Sources: onai:public-pricing.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: onai:public-imprint, onai:public-pricing.

VEN-05 Source licence

Judgment rule: Record licence per component (client, server, connectors, hosted extensions) and revision. Distinguish OSI open source, source-available with restrictions (branding clauses, user caps), and closed. Repository visibility is not a licence classification. Licences change between releases: record the current terms, and never carry a fork's historical licence over to the upstream product or the reverse.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Proprietary software from onAI; the source code is not public. Included open-source components are under their own licences.

VEN-06 Data export and exit

Judgment rule: Record admin export of chats, assistants, knowledge bases, prompts and audit logs, formats, export completeness, user self-export, and what survives contract end. Run an admin export on a trial. Exported chats alone do not make assistants and knowledge portable.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Stated by onAI Support: stated Evidence type: vendor-statement; asserted

Users export their chats as JSON; an export for the whole organisation on request.

VEN-07 Support and service levels

Judgment rule: Record support channels, languages (German, French, Italian), hours and time zone, local or regional presence, documented response times, uptime SLA and credits, public status page and incident history. Popularity is not a reliability score.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Sourced Support: partial

The Swiss provider identity, general company contact and Website-only public status history are established. Support channels, languages/hours, response targets and uptime credits for Per seat and Flat price remain unknown.

Stated by onAI A direct line to the team, no call centre, in German and English. Onboarding and training are included in the fixed price. We build custom agents and workflows as a service. Service levels and response times are agreed in the contract. (vendor-statement, asserted )

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public provider website and status sources retrieved 2026-10-21; plan=Company identity/contact and Website-only status facts; Per seat/Flat price support entitlement unverified.; add_ons=none stated; deployment_mode=not specified; region=Swiss legal entity; support staffing/access countries unknown; os=not specified.

Limitations

  • Remains public-candidate: entity identity and website-status facts are separated from unverified product-plan support commitments.
  • The Website-only service history and generic custom-development SLA wording do not establish a workspace uptime target or credit schedule.
  • support_channels Which support channels are available on each plan? [unknown]: The company publishes info@onaihq.com and a general inquiry/demo form. No public evidence maps these to a contracted support desk for Per seat or Flat price, or states hours, escalation and response commitments. Sources: onai:public-imprint, onai:public-services.
  • support_languages Is support available in German, French or Italian? [unknown]: English/German website and UI copy do not establish contractual DE/FR/IT support languages or support hours.
  • regional_presence Is there a DACH or Swiss entity, team or partner? [supported]: The imprint identifies Telesoft AG in Oberwil-Lieli, Switzerland, with a Swiss VAT registration. No reseller roster is inferred. Sources: onai:public-imprint.
  • uptime_sla Is there an uptime SLA with credits? [unknown]: Custom development copy mentions SLAs but supplies no product uptime target, measurement, exclusions or credit schedule. A status percentage is not a contractual SLA. Sources: onai:public-services.
  • status_page Is there a public status page with history? [partial]: The first-party-linked status page has notice history for Website only. This is a marketing-website status fact, not a Per seat/Flat price workspace/API status promise or support entitlement. Sources: onai:review-status-service-scope.

Checked ; not separately cross-checked; check again by 2026-12-20. Sources: onai:public-imprint, onai:public-services, onai:review-status-service-scope.

VEN-08 Onboarding, training and adoption

Judgment rule: Record vendor-led onboarding, admin training, end-user training (live, e-learning, languages), use-case libraries, champion programmes, change-management materials and their cost. Distinguish included services from paid professional services and partner offerings.

Gemini Enterprise

Agent cross-checked Support: partial

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

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

Limitations

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

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

onAI

Agent cross-checked Support: partial

The vendor offers training, workshops and custom agent services. Flat price lists onboarding/training/workshops; languages, delivery scope and separate service costs remain unknown.

Stated by onAI A direct line to the team, no call centre, in German and English. Onboarding and training are included in the fixed price. We build custom agents and workflows as a service. Service levels and response times are agreed in the contract. (vendor-statement, asserted )

Availability: unknown · Delivery: native
Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Flat price named services included; Per seat/service contract unspecified; add_ons=Bespoke agent/workflow development, quoted scope; deployment_mode=not specified; region=Delivery geography and languages unspecified; os=not specified.

Limitations

  • Vendor/partner professional services are distinguished from native product workflow automation. No service outcome or price is invented.
  • onboarding_service Is guided onboarding included? [supported]: The public Flat price offer includes onboarding, training and workshops. Per seat inclusion and precise deliverables are not specified. Sources: onai:public-pricing, onai:public-services.
  • user_training Is end-user training offered, in which languages? [partial]: The vendor offers practical prompt/tool/best-practice sessions tailored to Marketing, HR and IT. Session format, DE/FR/IT languages, hours and e-learning availability were not retrieved. Sources: onai:public-services.
  • use_case_library Are role-based use cases and templates provided? [unknown]: The site describes use-case workshops and public guides, but no role-based in-product use-case/template library inventory or licence was obtained.
  • adoption_programme Is there a champion or adoption programme? [unknown]: No scoped champion programme, change-management package or measured adoption service deliverable was retrieved; generic skills guides do not establish one.
  • service_cost Which services cost extra? [unknown]: Flat price includes named services but its amount is quoted; separate Per seat onboarding, training, workshops and custom-development fees are not published. Sources: onai:public-pricing, onai:public-services.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: onai:public-pricing, onai:public-services.

Sources

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

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

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

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

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

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

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

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

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

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

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

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

  5. onAI public product and pricing page onai:public-models-display-20261026

    The page names Claude, GPT, Gemini, Grok and Mistral, user model selection and administrator allow-lists, without exact chat model IDs.

    Ready for the whole company from day one > Every leading model; AI Gateway; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19 · vendor-claimed · Source date not stated · Retrieved 2026-10-26

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  16. onAI public product and pricing page onai:public-m365-display-20261026

    The page lists live Microsoft 365 sources, optional channel/transcript permissions and optional Copilot-licensed search and meeting notes.

    Answers from your Microsoft 365, live > Where onAI looks; Your admin can add; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19 · vendor-claimed · Source date not stated · Retrieved 2026-10-26

  17. onAI public product and pricing page onai:public-m365-permissions-display-20261026

    The vendor describes delegated read-only requests under each user, no copied library index, source citations, admin model restrictions and Microsoft administrator consent.

    Your Microsoft permissions stay in charge; For IT; Every permission onAI can request; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19 · vendor-claimed · Source date not stated · Retrieved 2026-10-26

  18. onAI public product and pricing page onai:public-other-connectors-display-20261026

    The FAQ describes Microsoft 365 live retrieval and names Confluence, S3 and custom sources through standard connectors or an API; it gives no connector-by-connector setup or plan catalogue.

    FAQ > How is our data integrated into the system?; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19 · vendor-claimed · Source date not stated · Retrieved 2026-10-26

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

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

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

  20. onAI live Microsoft 365 retrieval and citation description onai:review-m365-boundaries-display-20261026

    The vendor describes delegated Microsoft permission checks, live reads without a second library index, retrieved material retained in the asking user’s chat and numbered source links.

    Your Microsoft permissions stay in charge; Nothing copied, nothing indexed; Sources on every answer; re-retrieved 2026-10-26, HTTP 200 body SHA256 a074779dc4d08c5e48440218bbc01353565673585b9e0f7eab517ed9687b77fa · vendor-claimed · Source date not stated · Retrieved 2026-10-26

  21. onAI live pricing: named Microsoft 365 plan scope onai:review-plan-m365-display-20261026

    The Per seat card expressly includes Microsoft 365 answers and the Flat price card includes everything in Per seat; the cards do not establish separate DPA, provider-retention or support entitlements.

    Per seat > Answers from Microsoft 365, with each user’s own permissions; Flat price > Everything in Per seat, for every employee; re-retrieved 2026-10-26, HTTP 200 body SHA256 a074779dc4d08c5e48440218bbc01353565673585b9e0f7eab517ed9687b77fa · vendor-claimed · Source date not stated · Retrieved 2026-10-26

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  30. onAI public workflow and service offer onai:onai:review-fix-public-workflow-scope-20261026

    The undated public homepage labels the native workflow engine coming soon and describes n8n integration operated by onAI, the customer or a partner, with workflow construction offered on request. It gives no native release date or plan-specific workflow entitlement.

    Automation platform; Coming soon; n8n service/operator sentence; direct public GET HTTP200 2026-10-26, body SHA256 1ea21a62b3a2bb75b66287a93fd86a47984d51519e7fd99f4ca53930996219bc · vendor-claimed · Source date not stated · Retrieved 2026-10-26

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  36. onAI public product and pricing page onai:public-web-client

    The vendor describes an employee workspace in a current browser with nothing to install; native client availability is unspecified.

    The platform > AI Tools; FAQ > What prerequisites do we need to meet? · vendor-claimed · Source date not stated · Retrieved 2026-10-21

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    API setup; translate documents; use AutoML or a glossary · documented · Source date not stated · Retrieved 2026-10-26

  42. Google Cloud service specific terms gemini-enterprise:gemini-enterprise:g-terms

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

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

  43. onAI public product and pricing page onai:public-images

    Image Studio advertises GPT Image, Nano Banana Pro, Imagen 4 and FLUX.3, up to three models per prompt, upload editing, per-image estimated costs and administrator controls.

    Every leading image model in one studio; Compare side by side; Edit in plain words; Run by your admins · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  44. onAI public product and pricing page onai:public-image-rights

    The vendor says generated images may be used commercially; provider-specific output terms are not supplied.

    Every leading image model in one studio > commercial use · vendor-claimed · Source date not stated · Retrieved 2026-10-21

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

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

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

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

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

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

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

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

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

  48. onAI public product and pricing page onai:public-pricing-display-20261026

    Published EUR pricing is 17 per user/month with 5 of monthly model budget; a flat annual price is on request, with unlimited users and dedicated/on-premises options.

    Pay per seat, or one price for everyone > Per seat; Flat price; prices excluding VAT; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19 · vendor-claimed · Source date not stated · Retrieved 2026-10-26

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  57. onAI live general privacy and contract-request copy onai:review-contract-plan-gaps

    General no-training, optional zero-retention and DPA/AI Act copy is published outside the plan cards, without a retrieved contract or eligibility mapping to Per seat and Flat price.

    No training on your data; EU-only processing on request; Everything your data protection officer will ask for; Request the DPA; Per seat/Flat price cards · vendor-claimed · Source date not stated · Retrieved 2026-10-21

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

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

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

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

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

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

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

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

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

  61. onAI public product and pricing page onai:public-compliance-display-20261026

    The vendor advertises a DPA, a public subprocessor list, retention periods and AI Act labels, but the DPA link opens contact rather than the documents.

    Everything your data protection officer will ask for; Swiss contract, two laws; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19 · vendor-claimed · Source date not stated · Retrieved 2026-10-26

  62. onAI imprint onai:public-imprint-display-20261026

    The imprint identifies Telesoft AG in Oberwil-Lieli, Switzerland and Swiss VAT number CHE-106.160.588.

    Contact; Represented by; VAT number; re-retrieved 2026-10-26, public web-reader representation SHA256 fcb4521fcdfb47e2ab714fee34a0fae0c1bdebca90481980bb3cb136410908fd · documented · Source date not stated · Retrieved 2026-10-26

  63. onAI website privacy policy onai:public-website-privacy-display-20261026

    The policy expressly covers the marketing website, including website processors and retention; it does not establish product workspace processor or retention terms.

    Last updated October 2026; introductory scope; sections 5, 6 and 9; re-retrieved 2026-10-26, public web-reader representation SHA256 42ebec9df5cca263fd029ce2dcd8195487b6ee8e72cff07a6431731d8d462ec4 · documented · Source date not stated · Retrieved 2026-10-26

  64. onAI imprint onai:public-imprint

    The imprint identifies Telesoft AG in Oberwil-Lieli, Switzerland and Swiss VAT number CHE-106.160.588.

    Contact; Represented by; VAT number · documented · Source date not stated · Retrieved 2026-10-21

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  70. onAI automation and open interfaces onai:onai:public-automation-status-20261026

    The homepage labels its own workflow engine and MCP coming soon. Until then it describes n8n integration operated by onAI, the customer or a partner, with custom workflows as a requested service. No native release date or schedule/trigger entitlement is published.

    Automation platform, Open interfaces and service sections; HTTP 200, body SHA256 a074779dc4d08c5e48440218bbc01353565673585b9e0f7eab517ed9687b77fa · vendor-claimed · Source date not stated · Retrieved 2026-10-26

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

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

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

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

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

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

  73. onAI public product and pricing page onai:public-processing

    The vendor claims no model training, filtered search/image prompts and an optional EU-only processing tier with provider zero retention; contracts and provider exceptions are not supplied.

    What leaves, and how > No training; Personal data; European AI; EU-only processing on request · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  74. onAI public product and pricing page onai:public-pricing

    Published EUR pricing is 17 per user/month with 5 of monthly model budget; a flat annual price is on request, with unlimited users and dedicated/on-premises options.

    Pay per seat, or one price for everyone > Per seat; Flat price; prices excluding VAT · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  75. ECB euro reference exchange rates onai:ecb-fx

    On 2026-10-20 one EUR equals USD 1.1215 and CHF 0.9237; USD to EUR is the reciprocal, 0.8916629514043692.

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

  76. onAI live pricing: named Microsoft 365 plan scope onai:review-plan-m365

    The Per seat card expressly includes Microsoft 365 answers and the Flat price card includes everything in Per seat; the cards do not establish separate DPA, provider-retention or support entitlements.

    Per seat > Answers from Microsoft 365, with each user’s own permissions; Flat price > Everything in Per seat, for every employee · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  77. onAI live residency statements and external processing paths onai:review-residency-parts

    The page separately describes European application/storage infrastructure, named dedicated locations, external AI/search/image/translation services and an optional EU-only AI-processing tier; its unqualified secured-EU-server line does not establish default end-to-end processing, backup, log or support-access residency.

    Ready for your security review; European from the contract down to the DNS; Where your data lives; External services, filtered; EU-only processing on request; pricing cards · vendor-claimed · Source date not stated · Retrieved 2026-10-21

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

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

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

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

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

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

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

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

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

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

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

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

  82. onAI public product and pricing page onai:public-services

    The vendor offers tailored training, workshops and custom agent services; Flat price lists onboarding, training and workshops without itemised service prices.

    AI Trainings; AI Workshops; Custom AI Agent Development; Flat price inclusions · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  83. onAI live public status service scope onai:review-status-service-scope

    The public status page lists Website and notice history; it does not identify a Per seat or Flat price workspace service or a contractual SLA.

    Service list and recent notice history, retrieved 2026-10-21 · documented · Source date not stated · Retrieved 2026-10-21