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Agent-readable comparison

ChatGPT Business / Enterprise vs T3 Chat

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 26 criteria with sourced findings for both products, including 26 that a second agent cross-checked for both. 50 criteria have a sourced finding for at least one product. "Sourced" findings passed publication validation: they are scoped, fresh and cite public resolved sources. "Agent cross-checked" findings also received a separate agent source pass, not necessarily a hands-on test. "Stated by onAI" marks the publisher's own statements about its product (evidence type vendor-statement), which cite no third-party source. Humans approve the rubric, templates and generator; they do not review every finding. No winner is declared. A missing sourced finding is not evidence that a capability is absent.

Same facts as Markdown and JSON. Methodology.

Models

MOD-01 Model catalogue and providers

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

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Business and Enterprise Chat use GPT6/Sol and Pro/Astra names; Work exposes a separate picker and model set.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex; version=Continuously updated hosted service, retrieved 2026-10-21; plan=Business Standard/Premium Chat and Work; Enterprise/Edu model access only as specified in their dedicated model guide; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Reconciliation: Work overview uses a broad not-in-regular-Chat sentence for its picker labels; dedicated Business/Enterprise Chat guides explicitly explain Sol powering the GPT6 Chat alias. GPT6.1Sol and Luna are not selectable in regular Chat.
  • No tenant picker, per-model modality matrix or routing trace was observed.
  • providers Which model providers are available? [supported]: These plan-specific Chat and Work catalogues use OpenAI models; connected apps are not additional chat-model providers. Sources: chatgpt:oa-business-models-r2, chatgpt:oa-enterprise-models-r2.
  • current_models Which current models are selectable on this plan? [partial]: Business and eligible Enterprise Chat: GPT6 at Instant–ExtraHigh is powered by GPT6 Sol; GPT6 Pro uses Astra. Business Work lists GPT6 Sol/6.1Sol/Luna, with other options only when enabled. Enterprise/Edu Work access also depends on rollout and roles. These are experience-specific names, not one universal picker. Sources: chatgpt:oa-business-models-r2, chatgpt:oa-enterprise-models-r2.
  • user_choice Can users pick the model per chat? [supported]: Business and Enterprise dedicated guides describe their Chat picker/effort choices; Work has a separate model/effort selector. Available options depend on seat/workspace/rollout. Sources: chatgpt:oa-business-models-r2, chatgpt:oa-enterprise-models-r2, chatgpt:oa-work-r2.
  • auto_routing Does the product route between models automatically, and is the chosen model shown? [partial]: Business can add reasoning while Instant is selected and exposes Higher intelligence in Settings>General. Enterprise/Edu document workspace automatic-routing controls. Exact per-request routed identity was not observed. Sources: chatgpt:oa-business-models-r2, chatgpt:oa-enterprise-models-r2.
  • multimodal_input Which models accept images, audio or files? [partial]: Paid workspaces accept supported image/file/audio inputs; per-model modality mapping was not completely verified. Sources: chatgpt:oa-files.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-business-models-r2, chatgpt:oa-enterprise-models-r2, chatgpt:oa-work-r2, chatgpt:oa-files.

T3 Chat

Agent cross-checked Support: partial

Paid-account vendor replies establish manual model switching and provider routes, while the current plan-specific catalogue is unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Pro USD8 vendor-support context; no Free or Premier catalogue parity asserted; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved.
  • providers Which model providers are available? [partial]: Pro-context vendor replies discuss Gemini, Claude and GPT routes; the FAQ separately describes OpenAI/Anthropic/Google/OpenRouter data handling. Those policy/provider names are not a complete tier-entitlement or underlying-lab catalogue. Sources: t3-chat:t3-chat:billing-change, t3-chat:t3-chat:faq-training, t3-chat:t3-chat:r2-paid-tier-controls.
  • current_models Which current models are selectable on this plan? [unknown]: A complete current selectable-model list for Pro, Free or Premier is unverified. The FAQ claude-4.6-sonnet URL is an example, and undated support model names are not a current plan catalogue.
  • user_choice Can users pick the model per chat? [partial]: In the USD8 context discussion the vendor recommends manually switching to Gemini Flash or summarizing into a new chat with another chosen model. This supports Pro model selection as described there, but not a current all-model, effort or Free/Premier entitlement matrix. Sources: t3-chat:t3-chat:r2-pro-context-byok.
  • auto_routing Does the product route between models automatically, and is the chosen model shown? [unknown]: Does the product route between models automatically, and is the chosen model shown? The public T3 FAQ, Terms, Privacy/Security policies, official feedback statuses and identifiable vendor replies did not establish this detail. No authenticated account, enterprise quote or bounded fixture was used.
  • multimodal_input Which models accept images, audio or files? [unknown]: No current Pro model-by-model image/audio/file compatibility matrix was retrieved. The generic privacy upload categories do not establish a plan entitlement.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:billing-change, t3-chat:t3-chat:faq-training, t3-chat:t3-chat:r2-paid-tier-controls, t3-chat:t3-chat:r2-pro-context-byok.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Dated release notes exist; a three-release provider/product lag series remains unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • No three-release provider/product lag series or general guaranteed model-removal notice period was established.
  • Retained explicit model selection is documented separately for Business and Enterprise; no permanent pinned-service promise.
  • release_lag_days What was the lag for each of the last three major releases, per provider? [unknown]: What was the lag for each of the last three major releases, per provider? Unverified after checking OpenAI Business/Enterprise documentation, current model and app pages, service agreement and release notes retrieved 2026-10-21; no paid workspace or shared fixture.
  • changelog Is there a dated public model changelog? [supported]: Business and Enterprise/Edu have dated release notes. Sources: chatgpt:oa-business-notes, chatgpt:oa-enterprise-notes.
  • deprecation_notice How much notice is given before a model is removed? [unknown]: No universal model-removal notice or three current model retirement examples were established from the checked release notes. Planned custom-GPT retirement is recorded separately in roadmapReview.
  • version_pinning Can an admin keep an older model version? [partial]: Both current Business and Enterprise model guides say an explicit GPT5.6Sol selection remains during the GPT6 rollout. This is preserved selection, not indefinite administrator version pinning. Sources: chatgpt:oa-business-models-r2, chatgpt:oa-enterprise-models-r2.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-business-notes, chatgpt:oa-enterprise-notes, chatgpt:oa-business-models-r2, chatgpt:oa-enterprise-models-r2.

T3 Chat

Agent cross-checked Support: partial

Public feature-release information is described; plan-specific pinning and version guarantees remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Public T3 Chat release information; no verified Free/Pro/Premier picker/pinning entitlement; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved.
  • release_lag_days What was the lag for each of the last three major releases, per provider? [unknown]: What was the lag for each of the last three major releases, per provider? No matched dates for the last three provider releases, fixed removal notice or contractual model-version retention was retrieved.
  • changelog Is there a dated public model changelog? [partial]: A vendor reply says major-feature changelog lives in Discord and a website version is planned. No accessible dated model-by-model release ledger was retrieved. Sources: t3-chat:t3-chat:changelog.
  • deprecation_notice How much notice is given before a model is removed? [unknown]: How much notice is given before a model is removed? No matched dates for the last three provider releases, fixed removal notice or contractual model-version retention was retrieved.
  • version_pinning Can an admin keep an older model version? [unknown]: The vendor describes pinning and a Legacy designation in the general picker discussion, without a named individual tier. Plan-specific pinning, retained model versions and admin locks remain unverified.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:changelog.

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.

ChatGPT Business / 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.

T3 Chat

Agent cross-checked Support: partial

Vendor replies support a Pro own-OpenRouter-key route, without establishing universal provider/model coverage.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Pro USD8 with optional customer OpenRouter key; no Free BYOK entitlement asserted; add_ons=Customer-paid OpenRouter/provider usage; model routing and verification prerequisites apply; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved.
  • own_api_keys Can the customer use its own provider API keys? [supported]: In the paid USD8 usage discussion, staff explicitly offers a customer OpenRouter key for direct request billing; the USD8 context discussion describes OpenRouter fallback. No all-provider/all-model BYOK entitlement follows. Sources: t3-chat:t3-chat:r2-paid-tier-controls, t3-chat:t3-chat:r2-pro-context-byok.
  • own_cloud_contract Can it use its own Azure OpenAI, Bedrock or Vertex deployment? [unknown]: Can it use its own Azure OpenAI, Bedrock or Vertex deployment? No supported customer Azure OpenAI/Bedrock/Vertex setup or arbitrary OpenAI-compatible/custom endpoint configuration was retrieved.
  • custom_endpoint Can an admin add any OpenAI-compatible endpoint? [unknown]: Can an admin add any OpenAI-compatible endpoint? No supported customer Azure OpenAI/Bedrock/Vertex setup or arbitrary OpenAI-compatible/custom endpoint configuration was retrieved.
  • byo_pricing Does BYO change the licence price? [partial]: The paid subscription and direct-provider charges are separate in the vendor discussion. A discounted BYOK-only licence and exact customer provider rates are not verified. Sources: t3-chat:t3-chat:r2-paid-tier-controls.
  • byo_restrictions Which features stop working with BYO? [unknown]: Current all-model BYOK compatibility is unknown: the OpenRouter-coverage request is marked Completed while the vendor says those model routes do not run through OpenRouter and rerouting requires future work. The old OpenAI GPT5 setup reply does not establish a complete current route matrix.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:r2-paid-tier-controls, t3-chat:t3-chat:r2-pro-context-byok.

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.

ChatGPT Business / 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.

T3 Chat

No public information found Support: not-published

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

MOD-05 Model control and usage limits

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

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Enterprise model and default controls are documented; Business allowances depend on seat type.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • No two-group model or data-bound-model test was run. Virtually unlimited Enterprise messages do not imply zero-dollar usage under token-billed contracts.
  • model_allowlist_by_group Can admins limit models per group? [supported]: Enterprise/Edu model access uses workspace settings and RBAC; groups can receive roles. Sources: chatgpt:oa-models, chatgpt:oa-admin-quickstart.
  • data_bound_models Can admins restrict which models receive connector or knowledge content? [unknown]: Can admins restrict which models receive connector or knowledge content? Unverified after checking OpenAI Business/Enterprise documentation, current model and app pages, service agreement and release notes retrieved 2026-10-21; no paid workspace or shared fixture.
  • default_model Can admins set the default model? [supported]: Enterprise admins choose separate Chat and Work starting models/effort; defaults do not grant access. Sources: chatgpt:oa-admin-settings.
  • user_limits What per-user message or token limits apply, and are they published? [partial]: Business Premium includes five times Standard usage and no five-hour cap; exact prompt count depends on task/model. Sources: chatgpt:oa-business.
  • limit_behaviour What happens when a limit is reached? [partial]: Eligible work can draw workspace credits after included allowance; insufficient credits can stop credit-backed features. Sources: chatgpt:oa-credit-controls.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-models, chatgpt:oa-admin-quickstart, chatgpt:oa-admin-settings, chatgpt:oa-business, chatgpt:oa-credit-controls.

T3 Chat

Agent cross-checked Support: partial

Individuals have cost-based refill limits; enterprise group governance is unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Pro USD8 cost-limit discussion and Premier account bucket reply; Free excluded from this mechanics finding; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved.
  • model_allowlist_by_group Can admins limit models per group? [unknown]: Can admins limit models per group? No organization/group model allowlists, data-bound model policy, administrator default model or fixed per-user token/message quota was established.
  • data_bound_models Can admins restrict which models receive connector or knowledge content? [unknown]: Can admins restrict which models receive connector or knowledge content? No organization/group model allowlists, data-bound model policy, administrator default model or fixed per-user token/message quota was established.
  • default_model Can admins set the default model? [unknown]: Can admins set the default model? No organization/group model allowlists, data-bound model policy, administrator default model or fixed per-user token/message quota was established.
  • user_limits What per-user message or token limits apply, and are they published? [supported]: Pro cost-limit replies and a Premier-specific vendor support reply tie paid usage to the FAQ Base/Overage mechanics: four-hour Base refill and monthly Overage refill. No fixed token/message allowance is published;20/200 example points are illustrative, not plan capacities. Sources: t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:r2-paid-tier-controls, t3-chat:t3-chat:r2-premier-buckets.
  • limit_behaviour What happens when a limit is reached? [supported]: For these documented paid-account bucket routes, expected request cost is reserved then settled after completion; when both balances are exhausted the FAQ says to wait for refill. No Free-tier behaviour is inferred. Sources: t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:r2-premier-buckets, t3-chat:t3-chat:r2-paid-tier-controls.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:r2-paid-tier-controls, t3-chat:t3-chat:r2-premier-buckets.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Formats and upload limits are documented; shared-fixture fidelity is untested.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Unverified parts: full_vs_chunked.
  • Read each atomic answer for its plan, access and feature limits.
  • formats Which formats are accepted? [supported]: DOCX/PDF/TXT, XLS/XLSX/CSV/TSV, PPTX and supported image/audio uploads. Sources: chatgpt:oa-files.
  • limits What size and count limits apply per file and chat? [supported]: Documents 512 MB/2M tokens; spreadsheets about 50 MB; images 20 MB; up to 80 uploads/3 hours, subject to peak reductions. Sources: chatgpt:oa-files.
  • ocr Are scanned PDFs read? [partial]: Enterprise PDF visual retrieval can process embedded visual content; other plans use text-based retrieval. A scanned-contract OCR test was not run. Sources: chatgpt:oa-files.
  • spreadsheets Are Excel tables read with structure intact? [partial]: Python analysis accepts structured sheets; formula/structure fidelity was not tested. Sources: chatgpt:oa-analysis.
  • full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [unknown]: Is the whole file used or only retrieved parts, and does the user see which? Unverified after checking upload and analysis documentation; full/chunk selection and the long-PDF/scanned-contract/formula/PPT fixture were not observed.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-files, chatgpt:oa-analysis.

T3 Chat

Agent cross-checked Support: partial

Paid Pro context limits and own-key fallback are documented; plan-specific upload formats/caps remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Pro USD8 context restrictions and optional BYOK fallback; exact upload entitlement by tier unverified; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved.
  • formats Which formats are accepted? [unknown]: The privacy policy mentions PDF/images/text and the request is Completed, but no current individual-tier format entitlement was verified. The earlier sentence attributing browser/file-specific PDF upload bugs to a vendor reply is withdrawn because no precise reply locator was reproduced.
  • limits What size and count limits apply per file and chat? [partial]: Vendor replies distinguish context restrictions on USD8 Pro from higher-tier allowances and own-key fallback. They do not publish a complete current per-model file size/count or context-cap matrix; no32K or user-suggested MB cap is adopted. Sources: t3-chat:t3-chat:r2-pro-context-byok.
  • ocr Are scanned PDFs read? [unknown]: Are scanned PDFs read? No scanned-PDF OCR fixture, Excel structure/formula test, full-vs-chunked processing specification or current numerical upload matrix was retrieved. Community complaints and example sizes are not treated as product limits.
  • spreadsheets Are Excel tables read with structure intact? [unknown]: Are Excel tables read with structure intact? No scanned-PDF OCR fixture, Excel structure/formula test, full-vs-chunked processing specification or current numerical upload matrix was retrieved. Community complaints and example sizes are not treated as product limits.
  • full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [unknown]: Is the whole file used or only retrieved parts, and does the user see which? No scanned-PDF OCR fixture, Excel structure/formula test, full-vs-chunked processing specification or current numerical upload matrix was retrieved. Community complaints and example sizes are not treated as product limits.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:r2-pro-context-byok.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Projects and GPT knowledge persist curated content with sharing and file limits.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Custom GPT retirement is planned for affected Enterprise workspaces; the dates are in the roadmap review.
  • persistent_collections Can users keep document collections across chats? [supported]: Projects retain chats, files and instructions across related work. Sources: chatgpt:oa-projects.
  • sharing_scope Can collections be shared with users, groups or the whole organisation? [partial]: Shared projects expose project contents to admitted members and support group invitations where permitted; full entitlement matrix was not tested. Sources: chatgpt:oa-projects.
  • size_limits What are the collection limits? [supported]: Business/Enterprise/Edu projects allow 40 files; a GPT can have up to 20 knowledge files. Sources: chatgpt:oa-files.
  • assistant_binding Can collections be bound to an assistant? [supported]: GPTs can bind knowledge files; project chats can use GPTs under documented constraints. Sources: chatgpt:oa-files, chatgpt:oa-projects.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-projects, chatgpt:oa-files.

T3 Chat

No public information found Support: not-published

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

KNOW-03 Enterprise connectors

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

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Live apps and custom MCP connect business data; individual app entitlement and permission scope matter.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Microsoft Entra consent and ChatGPT app/action enablement are distinct. No connector list is treated as a passed retrieval test.
  • microsoft_365 Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [supported]: SharePoint covers supported SharePoint/OneDrive work content. Current Enterprise notes describe Teams and Outlook live-app controls. Sources: chatgpt:oa-sharepoint, chatgpt:oa-enterprise-notes.
  • google_workspace Which Google sources are connected? [partial]: Current app/release documentation includes Google Drive and Gmail event connections; permissions and region depend on the app. Sources: chatgpt:oa-apps, chatgpt:oa-team-tasks.
  • atlassian Confluence and Jira? [partial]: Business release notes list the Atlassian Rovo MCP connection for Jira, Confluence and Compass; current per-region rollout was not trialled. Sources: chatgpt:oa-business-notes.
  • other_systems Which other business systems? [partial]: Slack is documented; Business app templates include GitHub Enterprise, Snowflake and Databricks. Box, Salesforce and ServiceNow details remain unverified. Sources: chatgpt:oa-business-notes.
  • on_prem_sources Can on-prem file shares or databases be connected? [partial]: Custom remote MCP can reach private systems through a secure tunnel; named file-share/database coverage and deployment entitlement were not tested. Sources: chatgpt:oa-mcp.
  • connector_provider Who builds and maintains each connector? [partial]: OpenAI-built, partner and customer MCP apps coexist; the responsible publisher must be checked per app. Sources: chatgpt:oa-mcp.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-sharepoint, chatgpt:oa-enterprise-notes, chatgpt:oa-apps, chatgpt:oa-team-tasks, chatgpt:oa-business-notes, chatgpt:oa-mcp.

T3 Chat

No public information found Support: not-published

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

KNOW-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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Connected sources inherit user permissions; plan entitlement for additional SharePoint site/label controls remains unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=Business/Enterprise/Edu Company Knowledge source permissions and app enablement; SharePoint policy controls require separate workspace enablement with plan eligibility unverified; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Positive plan-scoped findings cover source-account permissions and app availability controls. Optional SharePoint policies are recorded as conditional documentation and an explicit entitlement gap.
  • No two-user restricted-document, label-exclusion or revocation-latency test.
  • source_permissions_respected Are source permissions enforced per user? [supported]: Company Knowledge is documented for Business/Enterprise/Edu and retrieves only content the connected source account permits. Sources: chatgpt:oa-company-r2.
  • enforcement_point Does the source system, a mirrored index or nothing enforce them? [partial]: Live SharePoint checks authorized Microsoft-account access and requires delegated Sites.Read.All/Files.Read.All; setup availability remains workspace-dependent. Sources: chatgpt:oa-sharepoint-r2.
  • revocation_delay How quickly does a removed permission take effect? [unknown]: How quickly does a removed permission take effect? Unverified after checking live SharePoint and Company Knowledge docs; no two-user/revocation fixture.
  • admin_scope_controls Can admins exclude sites, folders or labels? [partial]: Owners/admins manage allowed apps/sources; Enterprise/Edu add RBAC/group controls. A separate enabled-workspace guide describes SharePoint site policies, but its complete plan matrix was not verified. Sources: chatgpt:oa-company-r2, chatgpt:oa-sharepoint-policy-r2.
  • sensitivity_labels Are Microsoft Purview or similar labels respected? [unknown]: The SharePoint policy guide describes label-GUID exclusions only after workspace enablement and does not name a complete plan matrix. Availability for Business or a particular Enterprise configuration remains unverified; no fixture was run.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-company-r2, chatgpt:oa-sharepoint-r2, chatgpt:oa-sharepoint-policy-r2.

T3 Chat

No public information found Support: not-published

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

KNOW-05 Freshness and sync model

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

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Enterprise administrator-managed sync retired October16; supported real-time apps are the replacement route.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=Enterprise workspaces affected by the October16 administrator-managed sync retirement; no inferred Business retirement schedule; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • The earlier indexing conflict was stale context: the rechecked Company Knowledge/residency articles now describe current app-based access. Historical configurations are outside this current Enterprise finding.
  • Per-app synchronization, deletion timing and index geography remain unknown. No Business-wide retirement is inferred from Enterprise notes.
  • live_or_indexed Is content searched live or copied into an index? [partial]: The Enterprise October16 notice retires administrator-managed sync and directs use of real-time GoogleDrive/SharePoint/Teams. Current Company Knowledge uses eligible apps; current residency guidance no longer specifies the older admin-indexing route. This does not prove every third-party app is index-free. Sources: chatgpt:oa-enterprise-notes-r2, chatgpt:oa-company-r2, chatgpt:oa-residency-r2.
  • sync_interval How often does an index refresh? [unknown]: How often does an index refresh? Unverified after checking October 16 Enterprise notes and live SharePoint docs; app-specific refresh/deletion SLAs and index geography not verified.
  • deletion_propagation How quickly does a deleted document disappear? [unknown]: How quickly does a deleted document disappear? Unverified after checking October 16 Enterprise notes and live SharePoint docs; app-specific refresh/deletion SLAs and index geography not verified.
  • index_location Where is indexed content stored? [unknown]: Where is indexed content stored? Unverified after checking October 16 Enterprise notes and live SharePoint docs; app-specific refresh/deletion SLAs and index geography not verified.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-enterprise-notes-r2, chatgpt:oa-company-r2, chatgpt:oa-residency-r2.

T3 Chat

No public information found Support: not-published

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

KNOW-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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Source links are documented; shared-corpus grounding accuracy remains unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • No answer accuracy, citation accuracy or refusal rate was measured.
  • citations Are answers linked to specific sources? [partial]: Company Knowledge and SharePoint answers can include source links; presence is not guaranteed for every answer. Sources: chatgpt:oa-company, chatgpt:oa-sharepoint.
  • citation_accuracy Do the cited passages support the answer? [unknown]: Do the cited passages support the answer? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.
  • cross_language Does a question in one language find documents in another? [unknown]: Does a question in one language find documents in another? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.
  • no_answer_behaviour Does it say when the corpus has no answer? [unknown]: Does it say when the corpus has no answer? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.
  • observed_accuracy How many of the question set were answered correctly? [unknown]: How many of the question set were answered correctly? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-company, chatgpt:oa-sharepoint.

T3 Chat

No public information found Support: not-published

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

KNOW-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.

ChatGPT Business / Enterprise

Agent cross-checked Support: supported

Personal memory and project context have user and Enterprise role controls.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

  • custom_instructions Can users set persistent instructions? [supported]: Custom instructions give persistent user guidance, separate from inferred memory. Sources: chatgpt:oa-memory.
  • cross_chat_memory Does the product remember facts across chats? [supported]: Enabled memory can use remembered facts and prior-chat context; availability varies. Sources: chatgpt:oa-memory.
  • user_memory_controls Can users view, edit and delete memories? [supported]: Users can inspect, correct or delete remembered information; source chats/files may need separate deletion. Sources: chatgpt:oa-memory.
  • admin_memory_controls Can admins turn memory off? [supported]: Enterprise admins can manage supported shared/improved-memory permissions by role. Sources: chatgpt:oa-admin-settings.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-memory, chatgpt:oa-admin-settings.

T3 Chat

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.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

GPTs, plugins and Workspace Agents offer reusable behavior; current notices plan custom-GPT retirement across plans.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps, ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex; version=Current hosted commercial documentation checked 2026-10-26; plan=Business and Enterprise reusable workspace GPT/project/plugin behavior, subject to access controls; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • create_assistants: Business includes GPTs and Workspace Agents; projects/GPT knowledge provide instructions and files. Tools depend on app configuration.
  • creator_permissions: Workspace settings govern creation and sharing. The FAQ covers all-plan retirement on December 11, subject to account/workspace notices and approved Enterprise deferrals. In affected Enterprise workspaces, October 26 is the planned freeze on new GPT creation; publish drafts needed for migration before it. Existing unmigrated GPTs remain editable; migration makes the original read-only. Tenant state was not observed.
  • sharing_scope: Workspace GPT/project sharing is documented; exact user/group/public options depend on workspace policy and residency.
  • catalogue: The plugin directory and workspace GPT/agent discovery are documented.
  • prompt_library: The direct Plugins guide describes reusable skills/instructions and apps for Chat/Work, including workspace plugin sharing on Business/Enterprise. A dedicated prompt-library contract was not verified. Word has separate skills: plugins are unsupported there and ChatGPT skills do not carry over.
  • create_assistants Can users create assistants with instructions, knowledge and tools? [partial]: Business includes GPTs and Workspace Agents; projects/GPT knowledge provide instructions and files. Tools depend on app configuration. Sources: chatgpt:oa-business-20261026, chatgpt:oa-files-20261026, chatgpt:oa-business-notes-20261026.
  • creator_permissions Can admins limit who creates them? [partial]: Workspace settings govern creation and sharing. The FAQ covers all-plan retirement on December 11, subject to account/workspace notices and approved Enterprise deferrals. In affected Enterprise workspaces, October 26 is the planned freeze on new GPT creation; publish drafts needed for migration before it. Existing unmigrated GPTs remain editable; migration makes the original read-only. Tenant state was not observed. Sources: chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026, chatgpt:oa-admin-settings-20261026.
  • sharing_scope Can assistants be shared with users, groups or everyone? [partial]: Workspace GPT/project sharing is documented; exact user/group/public options depend on workspace policy and residency. Sources: chatgpt:oa-projects, chatgpt:oa-residency-r2-20261026.
  • catalogue Is there an internal assistant directory? [partial]: The plugin directory and workspace GPT/agent discovery are documented. Sources: chatgpt:oa-business-notes-20261026, chatgpt:oa-company-r2-20261026.
  • prompt_library Are shared prompt templates available? [partial]: The direct Plugins guide describes reusable skills/instructions and apps for Chat/Work, including workspace plugin sharing on Business/Enterprise. A dedicated prompt-library contract was not verified. Word has separate skills: plugins are unsupported there and ChatGPT skills do not carry over. Sources: chatgpt:oa-plugins-r2-20261026, chatgpt:oa-word-r2-20261026.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: chatgpt:oa-business-20261026, chatgpt:oa-files-20261026, chatgpt:oa-business-notes-20261026, chatgpt:oa-admin-settings-20261026, chatgpt:oa-projects, chatgpt:oa-residency-r2-20261026, chatgpt:oa-company-r2-20261026, chatgpt:oa-plugins-r2-20261026, chatgpt:oa-word-r2-20261026, chatgpt:oa-gpt-migration-r2-20261026, chatgpt:oa-enterprise-notes-20261026, chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026.

T3 Chat

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.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Current custom MCP connections use the web Plugins flow with plan-specific creator and publication permissions.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=Business and Enterprise/Edu custom remote MCP connections on ChatGPT web; Enterprise built-in tools only where explicitly named; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Reconciliation: the rechecked MCP page redirects to Connecting custom MCP servers and replaces the old Developer Mode/search-only account with the current Plugins workflow. OpenAI-built apps are not assumed search-only.
  • Custom remote MCP scope is web. No tool/authentication/approval fixture or universal write permission is claimed.
  • builtin_tools Which tools are built in? [supported]: Enterprise model documentation lists search/research/analysis/uploads/canvas/projects/voice/images; this inventory is Enterprise-specific. Sources: chatgpt:oa-enterprise-models-r2.
  • custom_actions Can admins add API actions? [partial]: Custom MCP servers can expose read and write/modify tools. OpenAPI-action migration/parity is not established by this MCP finding. Sources: chatgpt:oa-mcp-r2.
  • mcp_client Can it use remote MCP servers, and with what admin control? [supported]: Full MCP/custom remote connections are documented for Business/Enterprise/Edu web. Current Plugins creation does not require Developer Mode and the guide does not label this current flow beta. Sources: chatgpt:oa-mcp-r2.
  • tool_auth Do tools act as the user or as a shared account? [supported]: Personal app authorization and designated team service-account connections are separate routes. Sources: chatgpt:oa-apps, chatgpt:oa-team-tasks.
  • tool_approval Can admins approve or block tools, and can users confirm actions before they run? [partial]: Business admins/owners create/publish; Enterprise/Edu may delegate creation by RBAC but only admins/owners publish. Chat confirmations depend on app permissions/context; Workspace Agents use builder-specific controls. The live SharePoint app also documents separately enabled writes. Sources: chatgpt:oa-mcp-r2, chatgpt:oa-sharepoint-r2.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-enterprise-models-r2, chatgpt:oa-mcp-r2, chatgpt:oa-apps, chatgpt:oa-team-tasks, chatgpt:oa-sharepoint-r2.

T3 Chat

Agent cross-checked Support: partial

Paid Pro search is discussed by the vendor; image-tier entitlement, custom actions and MCP remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Pro USD8 for evidenced search use; image and MCP plan entitlement unknown; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved.
  • builtin_tools Which tools are built in? [partial]: The Pro/Premier pricing discussion explicitly describes frequent search and search-token overhead in the USD8 paid context. An OpenAI image integration has separate support evidence, but its plan entitlement is not verified and is not included as a Pro tool promise. Sources: t3-chat:t3-chat:r2-paid-tier-controls.
  • custom_actions Can admins add API actions? [unknown]: Can admins add API actions? The MCP request is Closed but has no retrieved released setup guide. Remote MCP configuration, custom API actions, user/shared tool credentials and administrator/user approval policies were not established.
  • mcp_client Can it use remote MCP servers, and with what admin control? [unknown]: Can it use remote MCP servers, and with what admin control? The MCP request is Closed but has no retrieved released setup guide. Remote MCP configuration, custom API actions, user/shared tool credentials and administrator/user approval policies were not established.
  • tool_auth Do tools act as the user or as a shared account? [unknown]: Do tools act as the user or as a shared account? The MCP request is Closed but has no retrieved released setup guide. Remote MCP configuration, custom API actions, user/shared tool credentials and administrator/user approval policies were not established.
  • tool_approval Can admins approve or block tools, and can users confirm actions before they run? [unknown]: Can admins approve or block tools, and can users confirm actions before they run? The MCP request is Closed but has no retrieved released setup guide. Remote MCP configuration, custom API actions, user/shared tool credentials and administrator/user approval policies were not established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:r2-paid-tier-controls.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Search, research and source links exist; external-provider and residency boundaries remain relevant.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Read each atomic answer for its plan, access and feature limits.
  • web_search Is web search available? [supported]: Search is available on Business, Enterprise and Edu when permitted. Sources: chatgpt:oa-search.
  • admin_toggle Can admins disable it per organisation or group? [partial]: Managed workspaces apply role/search controls; full Business-versus-Enterprise group policy was not verified. Sources: chatgpt:oa-search.
  • search_provider Which search provider handles queries, and where? [partial]: Rewritten queries/general location can reach external search providers; external integrations are outside the ChatGPT residency guarantee. Sources: chatgpt:oa-search, chatgpt:oa-residency.
  • deep_research Is multi-step research with a report available? [supported]: Business and Enterprise include Deep Research; shared-report outcomes were not tested. Sources: chatgpt:oa-business, chatgpt:oa-models.
  • web_citations Are web sources cited? [supported]: Search responses provide source links/citations, with vendor warnings about correctness. Sources: chatgpt:oa-search.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-search, chatgpt:oa-residency, chatgpt:oa-business, chatgpt:oa-models.

T3 Chat

Agent cross-checked Support: partial

Search is user-selectable, with a documented one-to-five search limit; a separate deep-research product is unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Pro USD8 paid-search discussion; no Free parity asserted; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved.
  • web_search Is web search available? [partial]: Staff’s paid USD8 discussion confirms search consumes API/query and context costs. The FAQ exposes search on/off and1..5 URL limits, but a complete current tier-specific limit/feature matrix was not verified. Sources: t3-chat:t3-chat:r2-paid-tier-controls, t3-chat:t3-chat:faq-url.
  • admin_toggle Can admins disable it per organisation or group? [unknown]: Can admins disable it per organisation or group? No organization/group switch, named search provider and query country, dedicated multi-step research/report mode or precise web-citation contract was established. The FAQ says search improves recency without guaranteeing correctness.
  • search_provider Which search provider handles queries, and where? [unknown]: Which search provider handles queries, and where? No organization/group switch, named search provider and query country, dedicated multi-step research/report mode or precise web-citation contract was established. The FAQ says search improves recency without guaranteeing correctness.
  • deep_research Is multi-step research with a report available? [unknown]: Is multi-step research with a report available? No organization/group switch, named search provider and query country, dedicated multi-step research/report mode or precise web-citation contract was established. The FAQ says search improves recency without guaranteeing correctness.
  • web_citations Are web sources cited? [unknown]: Are web sources cited? No organization/group switch, named search provider and query country, dedicated multi-step research/report mode or precise web-citation contract was established. The FAQ says search improves recency without guaranteeing correctness.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:r2-paid-tier-controls, t3-chat:t3-chat:faq-url.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Business/Enterprise team tasks support cloud schedules and app events.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex; version=Continuously updated hosted service, retrieved 2026-10-21; plan=Business and Enterprise team tasks, subject to workspace permissions; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • No event-trigger or multi-step fixture was run.
  • workflow_builder Is there a workflow or chain builder? [supported]: Workspace Agents/team tasks use saved instructions, plugins and approved connections. Sources: chatgpt:oa-team-tasks.
  • scheduled_tasks Can prompts or assistants run on a schedule? [supported]: Team tasks run on recurring schedules or one-time dates even while clients are closed. Sources: chatgpt:oa-team-tasks.
  • event_triggers Can external events start a workflow? [supported]: Supported Gmail/Slack events can start a task under configured permissions. Sources: chatgpt:oa-team-tasks.
  • builder_audience Is building aimed at business users, IT or developers? [supported]: Authorized members configure task instructions/triggers; admins and team owners manage connections. Sources: chatgpt:oa-team-tasks.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-team-tasks.

T3 Chat

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.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

ChatGPT Work is the current multi-step task experience; legacy agent limits are historical.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex; version=Continuously updated hosted service, retrieved 2026-10-21; plan=Eligible Business and Enterprise Work access; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Reconciliation: the legacy agent page's current Overview explicitly says it is unavailable and directs users to Work. The older body's plan list/40-request quotas describe the retired experience and are excluded from this Work finding.
  • Current Work is the sole source for positive execution/approval behavior; no gather-three-documents/draft-email fixture was run.
  • agent_mode Is there an agent mode for multi-step tasks? [supported]: Current Work documentation describes longer multi-step tasks and finished document/spreadsheet/presentation deliverables on eligible paid workspaces. Sources: chatgpt:oa-work-r2.
  • visible_steps Are steps and tool calls shown? [partial]: Work documents reviewing progress and directing task execution; full tool-step visibility was not observed. Sources: chatgpt:oa-work-r2.
  • side_effect_confirmation Must the user confirm actions with side effects? [partial]: Work uses applicable permissions and approval requirements; precise app-by-app side-effect confirmations were not fixture-tested. Sources: chatgpt:oa-work-r2.
  • stop_control Can the user stop a running task? [unknown]: A concrete stop-control workflow for a running Work task was not established from current Work documentation; no running-task fixture was executed.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-work-r2.

T3 Chat

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.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

The separate API platform is distinct from the governed ChatGPT workspace.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Unverified parts: knowledge_api, mcp_server.
  • Read each atomic answer for its plan, access and feature limits.
  • chat_api Is there an API for chat and assistants? [partial]: API usage is separate from Business subscription billing. A supported API for the same ChatGPT workspace conversations/assistants was not established. Sources: chatgpt:oa-business-faq.
  • knowledge_api Can documents be loaded through an API? [unknown]: Can documents be loaded through an API? Unverified after checking Business/API separation and Compliance Platform docs; no general ChatGPT knowledge-ingestion API or product MCP-server contract verified.
  • api_governance Do audit, budgets and model rules apply to API use? [partial]: API credits/rate limits do not transfer to Business workspace allowances; unified audit/budget/model policy was not established. Sources: chatgpt:oa-business-faq.
  • mcp_server Does the product expose itself to other agents over MCP? [unknown]: Does the product expose itself to other agents over MCP? Unverified after checking Business/API separation and Compliance Platform docs; no general ChatGPT knowledge-ingestion API or product MCP-server contract verified.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-business-faq.

T3 Chat

Agent cross-checked Support: partial

No official programmable enterprise interface was established; subscription-backed external-agent API usage was rejected.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • chat_api Is there an API for chat and assistants? [partial]: An official feedback request asks to apply subscription quota to external coding agents/API; staff closes it because the economics do not work. The FAQ URL launches a browser chat and is not a documented chat API. Sources: t3-chat:t3-chat:api-request, t3-chat:t3-chat:faq-url.
  • knowledge_api Can documents be loaded through an API? [unknown]: Can documents be loaded through an API? No supported general chat/assistant API, document-ingestion API, API governance or MCP server exposure was retrieved. Third-party cookie/API clients and T3 Code repositories are not official T3 Chat API evidence.
  • api_governance Do audit, budgets and model rules apply to API use? [unknown]: Do audit, budgets and model rules apply to API use? No supported general chat/assistant API, document-ingestion API, API governance or MCP server exposure was retrieved. Third-party cookie/API clients and T3 Code repositories are not official T3 Chat API evidence.
  • mcp_server Does the product expose itself to other agents over MCP? [unknown]: Does the product expose itself to other agents over MCP? No supported general chat/assistant API, document-ingestion API, API governance or MCP server exposure was retrieved. Third-party cookie/API clients and T3 Code repositories are not official T3 Chat API evidence.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:api-request, t3-chat:t3-chat:faq-url.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Web, mobile and desktop clients exist, with plan-specific managed deployment.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Read each atomic answer for its plan, access and feature limits.
  • web Is a full web client available? [supported]: ChatGPT and Company Knowledge have web interfaces. Sources: chatgpt:oa-company.
  • desktop_apps Windows and macOS apps? [supported]: The current ChatGPT desktop app supports macOS and Windows. Sources: chatgpt:oa-work.
  • mobile_apps iOS and Android apps with SSO? [partial]: Business is available on iPhone/Android; enterprise SSO app login was not trialled. Sources: chatgpt:oa-business-faq.
  • browser_extension Is there a browser extension or sidebar? [supported]: An official Chrome extension sets ChatGPT as the address-bar search destination. Sources: chatgpt:oa-search.
  • managed_deployment Can IT deploy and configure clients through MDM? [partial]: Enterprise-only ChatGPT for Intune on iOS/iPadOS requires organizational onboarding; it supports Intune protection and Entra Conditional Access. Sources: chatgpt:oa-enterprise-notes.
  • client_feature_gaps Which features are missing on mobile? [partial]: Developer-mode MCP apps are documented as web-only; other tool/client gaps vary by feature. Sources: chatgpt:oa-mcp.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-company, chatgpt:oa-work, chatgpt:oa-business-faq, chatgpt:oa-search, chatgpt:oa-enterprise-notes, chatgpt:oa-mcp.

T3 Chat

Agent cross-checked Support: partial

A browser client and iOS TestFlight beta are documented; desktop, Android release and managed clients remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application, T3 Chat iOS TestFlight beta; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Browser account plan; iOS TestFlight beta; enterprise SSO unverified; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=iOS.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • web Is a full web client available? [supported]: T3 Chat is delivered as a browser service; the FAQ documents launching new conversations through public URLs. Sources: t3-chat:t3-chat:faq-url.
  • desktop_apps Windows and macOS apps? [unknown]: Windows and macOS apps? No native Windows/macOS distribution, supported browser extension/sidebar, MDM configuration or complete mobile feature-gap matrix was established. Community extension links are not vendor clients.
  • mobile_apps iOS and Android apps with SSO? [partial]: The vendor’s September10,2026 announcement releases iOS via TestFlight explicitly as beta; Android beta is coming soon. Neither corporate SSO nor a production app-store release was verified. Sources: t3-chat:t3-chat:mobile.
  • browser_extension Is there a browser extension or sidebar? [unknown]: Is there a browser extension or sidebar? No native Windows/macOS distribution, supported browser extension/sidebar, MDM configuration or complete mobile feature-gap matrix was established. Community extension links are not vendor clients.
  • managed_deployment Can IT deploy and configure clients through MDM? [unknown]: Can IT deploy and configure clients through MDM? No native Windows/macOS distribution, supported browser extension/sidebar, MDM configuration or complete mobile feature-gap matrix was established. Community extension links are not vendor clients.
  • client_feature_gaps Which features are missing on mobile? [unknown]: Which features are missing on mobile? No native Windows/macOS distribution, supported browser extension/sidebar, MDM configuration or complete mobile feature-gap matrix was established. Community extension links are not vendor clients.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:faq-url, t3-chat:t3-chat:mobile.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Official Office/Sheets add-ins and an Enterprise Teams entry point are documented.

Availability: generally-available · Delivery: native
Scope: surfaces=Official Microsoft Office and Google Sheets add-ins where stated, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=Business Office/Sheets; Enterprise @ChatGPT Teams where explicitly stated; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Read each atomic answer for its plan, access and feature limits.
  • word_excel_powerpoint Does it work inside Word, Excel and PowerPoint? [supported]: Word uses the same Microsoft add-in as Excel and PowerPoint; Word reads/edits the open document with formatting limits. Sources: chatgpt:oa-word.
  • outlook Does it work inside Outlook? [partial]: An Outlook connected app is documented; a native Outlook add-in was not established. Sources: chatgpt:oa-enterprise-notes.
  • teams Is there a Teams app or bot? [supported]: Enterprise @ChatGPT in Microsoft Teams can receive DMs/channel mentions after admin setup. Sources: chatgpt:oa-enterprise-notes.
  • google_workspace_apps Does it work inside Docs, Sheets or Gmail? [partial]: Business release notes document the native Google Sheets sidebar; Docs and Gmail-native assistant UI were not verified. Sources: chatgpt:oa-business-notes.
  • licence_prerequisites Which licences or consents are needed? [supported]: Microsoft admins must allow the add-in and ChatGPT admins manage access; applicable token/credit allowances apply. Sources: chatgpt:oa-word.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-word, chatgpt:oa-enterprise-notes, chatgpt:oa-business-notes.

T3 Chat

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.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Document rewriting is documented; translation layout, glossaries and Swiss variants remain untested.

Availability: generally-available · Delivery: native
Scope: surfaces=Official Microsoft Office and Google Sheets add-ins where stated; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT for Word native add-in under Business/Enterprise/Edu workspace controls; availability guide says all ChatGPT plans; add_ons=Microsoft Word and administrator-approved ChatGPT Microsoft add-in, Applicable usage allowance/credits and workspace feature access; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • This positive writing finding concerns the native Word add-in, not every chat/client surface.
  • Translation layout, terminology/glossary behavior and Swiss variants remain untested.
  • document_translation Can whole documents be translated with formatting kept? [unknown]: Can whole documents be translated with formatting kept? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.
  • translation_engine Which engine translates? [unknown]: Which engine translates? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.
  • glossaries Are company glossaries supported? [unknown]: Are company glossaries supported? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.
  • formality_and_variants Can formality and regional variants (de-CH) be set? [unknown]: Can formality and regional variants (de-CH) be set? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.
  • writing_tools Are dedicated rewrite and proofreading tools available? [partial]: Native ChatGPT for Word drafts, revises, reorganizes and checks clarity/terminology in the open document. Complex formatting/tables/charts can need manual adjustments. Sources: chatgpt:oa-word-r2.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-word-r2.

T3 Chat

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.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Native ChatGPT Images supports editing uploaded images; administrator restrictions remain a named gap.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Enterprise native image generation; output rights under the business Services Agreement; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • image_generation: Enterprise's current native-tool inventory includes image generation; exact image-model naming and individual client/group entitlement were not verified.
  • admin_control: Can admins restrict image generation? Unverified after checking current model/tool inventory and Services Agreement; image editing, group controls and per-image rates not verified. Search on 2026-10-26: https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits, https://openai.com/policies/services-agreement/, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt. No additional scoped evidence established this answer.
  • usage_terms: The business agreement assigns output rights to the customer to the extent permitted by law, with customer responsibility for use.
  • image_generation Can users generate images, with which models? [partial]: Enterprise's current native-tool inventory includes image generation; exact image-model naming and individual client/group entitlement were not verified. Sources: chatgpt:oa-enterprise-models-r2-20261026.
  • image_editing Can users edit uploaded images? [supported]: Users can upload an existing image and request edits or edit a generated image with text or the selection editor. The guide says Images is available on all tiers; the separate Images with thinking mode is not yet asserted for Enterprise/Edu. Sources: chatgpt:chatgpt:images-editing-20261026.
  • admin_control Can admins restrict image generation? [unknown]: Can admins restrict image generation? Unverified after checking current model/tool inventory and Services Agreement; image editing, group controls and per-image rates not verified. Search on 2026-10-26: https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits, https://openai.com/policies/services-agreement/, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt. No additional scoped evidence established this answer.
  • usage_terms What usage rights apply to output? [partial]: The business agreement assigns output rights to the customer to the extent permitted by law, with customer responsibility for use. Sources: chatgpt:oa-services-20261026.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: chatgpt:oa-enterprise-models-r2-20261026, chatgpt:oa-services-20261026, chatgpt:chatgpt:images-editing-20261026.

T3 Chat

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.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Live Voice and recording uploads are documented with seat- and billing-specific rules.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • dictation: Voice documentation links a distinct dictation feature; its exact work-account processing path was not separately reviewed.
  • read_aloud: The iOS/Android FAQ lists Read aloud among response actions, with available actions varying by message. This documents response playback without establishing uniform client/message coverage or a Swiss German quality guarantee.
  • voice_conversation: Business Standard has 3 hours and Premium 15 hours on a rolling daily window; additional Live use is credit-billed. Enterprise pricing differs by contract.
  • meeting_summaries: Paid audio uploads can be transcribed and turned into meeting summaries; this does not establish an automatic live meeting bot.
  • swiss_german_speech: Is Swiss German speech recognised? Unverified after checking Voice and audio-upload documentation; standalone read-aloud and Swiss German recognition not tested. Search on 2026-10-26: https://help.openai.com/en/articles/20001274-chatgpt-voice, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt, https://help.openai.com/en/articles/8357869-how-to-change-your-language-setting-in-chatgpt. No additional scoped evidence established this answer.
  • dictation Can users dictate prompts? [partial]: Voice documentation links a distinct dictation feature; its exact work-account processing path was not separately reviewed. Sources: chatgpt:oa-voice.
  • read_aloud Can answers be read aloud? [partial]: The iOS/Android FAQ lists Read aloud among response actions, with available actions varying by message. This documents response playback without establishing uniform client/message coverage or a Swiss German quality guarantee. Sources: chatgpt:chatgpt:mobile-read-aloud-20261026.
  • voice_conversation Is a live voice mode available? [partial]: Business Standard has 3 hours and Premium 15 hours on a rolling daily window; additional Live use is credit-billed. Enterprise pricing differs by contract. Sources: chatgpt:oa-voice.
  • meeting_summaries Are meetings transcribed and summarised? [partial]: Paid audio uploads can be transcribed and turned into meeting summaries; this does not establish an automatic live meeting bot. Sources: chatgpt:oa-files-20261026.
  • swiss_german_speech Is Swiss German speech recognised? [unknown]: Is Swiss German speech recognised? Unverified after checking Voice and audio-upload documentation; standalone read-aloud and Swiss German recognition not tested. Search on 2026-10-26: https://help.openai.com/en/articles/20001274-chatgpt-voice, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt, https://help.openai.com/en/articles/8357869-how-to-change-your-language-setting-in-chatgpt. No additional scoped evidence established this answer.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: chatgpt:oa-voice, chatgpt:oa-files-20261026, chatgpt:chatgpt:mobile-read-aloud-20261026.

T3 Chat

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.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Code-backed analysis and generated documents are documented.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex; version=Continuously updated hosted service, retrieved 2026-10-21; plan=Enterprise Chat analysis/canvas; Business and Enterprise Work deliverables where Work is enabled; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Each atom distinguishes Enterprise Chat tools from Business/Enterprise Work output. Work is explicitly included as a surface.
  • No formula workbook, downloadable Office/PDF fidelity or canvas-editing fixture was run.
  • data_analysis Can it analyse spreadsheets with executed code? [supported]: Enterprise lists data analysis; its documented code path uses a stateful Jupyter/Python environment without external network access. Sources: chatgpt:oa-enterprise-models-r2, chatgpt:oa-analysis-r2.
  • charts Can it produce charts? [supported]: For the Enterprise analysis path, the direct guide documents static charts and selected interactive bar/line/pie/scatter charts. Sources: chatgpt:oa-enterprise-models-r2, chatgpt:oa-analysis-r2.
  • office_file_output Can it create Word, Excel or PowerPoint files? [partial]: Eligible Business and Enterprise Work creates documents, spreadsheets and presentations. Exact download-format/editability fidelity was not fixture-tested. Sources: chatgpt:oa-work-r2.
  • canvas_editing Is there a document or canvas editor for iterating on output? [partial]: Enterprise model/tool inventory lists canvas and Enterprise settings govern role access. This does not establish canvas on every Business seat/client. Sources: chatgpt:oa-enterprise-models-r2, chatgpt:oa-admin-settings.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-enterprise-models-r2, chatgpt:oa-analysis-r2, chatgpt:oa-work-r2, chatgpt:oa-admin-settings.

T3 Chat

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.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Shared projects and team resources support collaboration with explicit visibility limits.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • No cross-group sharing or restricted-source leakage test was performed.
  • share_chats Can chats be shared inside the organisation? [supported]: Managed-workspace sharing is controlled by permissions; shared-project chats require project membership. Sources: chatgpt:oa-projects, chatgpt:oa-admin-settings.
  • team_spaces Are shared projects or workspaces available? [supported]: Shared projects and Enterprise team Pages/Spaces are documented. Sources: chatgpt:oa-projects, chatgpt:oa-enterprise-notes.
  • group_chat Can several people chat together with the AI? [partial]: Shared-project chats support branching rather than synchronous collaboration on the same chat. Enterprise Teams conversations can use @ChatGPT. Sources: chatgpt:oa-projects, chatgpt:oa-enterprise-notes.
  • share_permission_boundary Does sharing respect the recipient's access to sources? [partial]: Project members can view/download added files; uploading information into a shared project can expose it to other members. This is different from rechecking original source ACLs. Sources: chatgpt:oa-projects.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-projects, chatgpt:oa-admin-settings, chatgpt:oa-enterprise-notes.

T3 Chat

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.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

German, French and Italian UI settings are documented; quality was not observed.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Unverified parts: dach_language_quality, admin_ui_languages.
  • Read each atomic answer for its plan, access and feature limits.
  • ui_languages Which UI languages are offered? [supported]: Browser and mobile language settings include German, French and Italian. Sources: chatgpt:oa-language.
  • dach_language_quality Are German, French and Italian UIs complete and natural? [unknown]: Are German, French and Italian UIs complete and natural? Unverified after checking language settings and Trust Portal; no localized UI/admin inspection or WCAG conformance report download.
  • accessibility_statement Is there a WCAG conformance statement? [partial]: The Trust Portal lists a VPAT document; its conformance level, version and scope were not inspected. Sources: chatgpt:oa-trust.
  • admin_ui_languages Is the admin interface available in German? [unknown]: Is the admin interface available in German? Unverified after checking language settings and Trust Portal; no localized UI/admin inspection or WCAG conformance report download.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-language, chatgpt:oa-trust.

T3 Chat

No public information found Support: not-published

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

Administration and governance

ADM-01 Single sign-on and authentication

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

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Business SAML/OIDC is distinct from Enterprise directory lifecycle controls.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • mfa: Individuals can configure supported MFA methods. The official guide explicitly says MFA cannot currently be enforced at ChatGPT workspace or API organization level. This native control restriction is separate from any customer IdP authentication policy.
  • conditional_access: Enterprise Intune iOS deployment supports Entra Conditional Access; general client/IdP enforcement was not tested.
  • domain_capture: Business can verify more than one domain; verification does not automatically merge personal accounts.
  • sso_protocols Which SSO protocols and identity providers work? [supported]: Business supports SAML and OIDC identity-provider connections. Sources: chatgpt:oa-business-sso.
  • sso_plan Which plan includes SSO? [supported]: Business includes SSO and domain verification; Enterprise uses its managed identity setup. Sources: chatgpt:oa-business-sso, chatgpt:oa-admin-quickstart.
  • mfa Can MFA be enforced? [partial]: Individuals can configure supported MFA methods. The official guide explicitly says MFA cannot currently be enforced at ChatGPT workspace or API organization level. This native control restriction is separate from any customer IdP authentication policy. Sources: chatgpt:chatgpt:native-mfa-enforcement-20261026.
  • conditional_access Do Entra conditional-access policies apply? [partial]: Enterprise Intune iOS deployment supports Entra Conditional Access; general client/IdP enforcement was not tested. Sources: chatgpt:oa-enterprise-notes-20261026.
  • domain_capture Can the company claim its email domain? [partial]: Business can verify more than one domain; verification does not automatically merge personal accounts. Sources: chatgpt:oa-business-sso.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: chatgpt:oa-business-sso, chatgpt:oa-admin-quickstart, chatgpt:oa-enterprise-notes-20261026, chatgpt:chatgpt:native-mfa-enforcement-20261026.

T3 Chat

Agent cross-checked Support: partial

The security policy asserts MFA support without documenting enterprise SAML/OIDC administration.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • sso_protocols Which SSO protocols and identity providers work? [partial]: Security policy refers to OAuth provider accounts and standard authentication without naming enterprise SAML/OIDC protocols or supported corporate IdPs. Sources: t3-chat:t3-chat:security.
  • sso_plan Which plan includes SSO? [unknown]: Which plan includes SSO? No business-plan SSO entitlement, Entra conditional-access integration or email-domain capture policy was retrieved.
  • mfa Can MFA be enforced? [partial]: The vendor asserts MFA support and recommends two-factor protection at the OAuth provider. Enforceable organization-wide MFA settings were not established. Sources: t3-chat:t3-chat:security.
  • conditional_access Do Entra conditional-access policies apply? [unknown]: Do Entra conditional-access policies apply? No business-plan SSO entitlement, Entra conditional-access integration or email-domain capture policy was retrieved.
  • domain_capture Can the company claim its email domain? [unknown]: Can the company claim its email domain? No business-plan SSO entitlement, Entra conditional-access integration or email-domain capture policy was retrieved.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:security.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Standalone Business and Enterprise differ materially in provisioning and leaver behavior.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • No SCIM or leaver fixture was performed.
  • scim Is SCIM provisioning supported? [supported]: Standalone Business excludes SCIM. Enterprise supports directory sync; tenant sync alone does not grant workspace access. Sources: chatgpt:oa-business-sso, chatgpt:oa-admin-quickstart.
  • group_sync Are identity-provider groups synced? [supported]: Business standalone excludes synchronized groups. Enterprise directory groups can receive separate workspace assignments. Sources: chatgpt:oa-business-sso, chatgpt:oa-admin-quickstart.
  • jit_provisioning Are users created at first login? [partial]: Business automatic account creation can add eligible verified-domain sign-ins where available; this is distinct from SCIM. Sources: chatgpt:oa-business-sso.
  • deprovisioning What happens to a removed user's data and shared assets? [supported]: Removal revokes access immediately. Business data remains indefinitely; Enterprise/Edu follow retention. GPT/project ownership transfers without private chat/file visibility. Sources: chatgpt:oa-leavers.
  • seat_assignment Can admins assign and reclaim seats? [supported]: Business owners buy and reassign Standard/Premium seats; Enterprise separates roles, seats and access. Sources: chatgpt:oa-billing, chatgpt:oa-members.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-business-sso, chatgpt:oa-admin-quickstart, chatgpt:oa-leavers, chatgpt:oa-billing, chatgpt:oa-members.

T3 Chat

No public information found Support: not-published

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

ADM-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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Enterprise groups/RBAC and delegated roles differ from Business administration.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • No disabled-feature test with two users was performed.
  • admin_roles Which admin roles exist, and can admin rights be delegated? [supported]: Enterprise/Edu roles include member, analytics viewer, admin and owner; Enterprise can delegate group tasks. Sources: chatgpt:oa-members.
  • groups Can permissions be set per group? [supported]: Enterprise sync/manual groups can receive roles; standalone Business synchronized groups are excluded. Sources: chatgpt:oa-admin-quickstart, chatgpt:oa-business-sso.
  • feature_toggles Which features can be switched on or off per group? [partial]: Enterprise controls models, GPTs, canvas, projects, memory and Work by workspace/role; exact per-group feature matrix was not tested. Sources: chatgpt:oa-admin-settings.
  • multi_entity Can subsidiaries or departments be separated within one contract? [partial]: The Services Agreement allows affiliates within one workspace or separate affiliate orders/workspaces. It does not prove an arbitrary subsidiary-isolation console. Sources: chatgpt:oa-services.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-members, chatgpt:oa-admin-quickstart, chatgpt:oa-business-sso, chatgpt:oa-admin-settings, chatgpt:oa-services.

T3 Chat

No public information found Support: not-published

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

ADM-04 Usage and adoption analytics

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

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Business documents adoption/member analytics; Enterprise/Edu now documents CSV exports and specific aggregate-report privacy controls.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=Business workspace analytics; Enterprise/Edu export and Task insights controls only where explicitly identified; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • breakdowns: Member-level usage and seat-type metrics are documented; full model/group/assistant views were not all verified.
  • export: Enterprise/Edu can export a by-user Workspace report and GPT/project reports as CSV, plus survey and benchmark data. The October 23 release confirms the updated flow. A complete equivalent Business export entitlement was not established.
  • privacy_modes: Enterprise/Edu Task insights reports aggregate categories without individual conversation content and can be disabled; survey export names/emails depend on Include user identifiers. This is not a universal pseudonymization switch for the ordinary per-user usage report or a verified Business setting.
  • adoption_dashboard Is there an adoption dashboard? [supported]: Business has workspace analytics with active users, messages and credits. Sources: chatgpt:oa-business-notes-20261026.
  • breakdowns Can usage be broken down by group, model, feature and assistant? [partial]: Member-level usage and seat-type metrics are documented; full model/group/assistant views were not all verified. Sources: chatgpt:oa-business-notes-20261026.
  • export Can usage data be exported? [partial]: Enterprise/Edu can export a by-user Workspace report and GPT/project reports as CSV, plus survey and benchmark data. The October 23 release confirms the updated flow. A complete equivalent Business export entitlement was not established. Sources: chatgpt:chatgpt:enterprise-analytics-export-20261026, chatgpt:oa-enterprise-notes-20261026.
  • privacy_modes Can per-person reporting be limited or pseudonymised? [partial]: Enterprise/Edu Task insights reports aggregate categories without individual conversation content and can be disabled; survey export names/emails depend on Include user identifiers. This is not a universal pseudonymization switch for the ordinary per-user usage report or a verified Business setting. Sources: chatgpt:chatgpt:enterprise-analytics-export-20261026.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: chatgpt:oa-business-notes-20261026, chatgpt:chatgpt:enterprise-analytics-export-20261026, chatgpt:oa-enterprise-notes-20261026.

T3 Chat

No public information found Support: not-published

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

ADM-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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Business has credit and recharge limits; these do not equate to a full cost-centre system.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Unverified parts: chargeback.
  • Read each atomic answer for its plan, access and feature limits.
  • cost_visibility Can admins see cost or consumption per user and group? [supported]: Business analytics show member seat types, credits and messages. Sources: chatgpt:oa-business-notes.
  • budgets Can budgets be set per user or group? [supported]: Business permits seat-type monthly credit limits and per-user overrides; defaults have no specified limits. Sources: chatgpt:oa-credit-controls.
  • budget_enforcement Does reaching a budget alert, block or downgrade? [partial]: Credit-backed features can become unavailable when credits are insufficient; exact monthly-limit overshoot/stop timing was not tested. Sources: chatgpt:oa-credit-controls.
  • chargeback Can costs be exported per cost centre? [unknown]: Can costs be exported per cost centre? Unverified after checking Business spend-control docs; group/cost-centre allocation and chargeback export not established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-business-notes, chatgpt:oa-credit-controls.

T3 Chat

Agent cross-checked Support: partial

Individual consumption indicators exist; organization budgets and chargeback remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Pro USD8 and Premier account consumption mechanics; no organization/admin budget offer asserted; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved.
  • cost_visibility Can admins see cost or consumption per user and group? [partial]: The paid Pro discussion and Premier support reply describe per-account cost/bucket consumption. The FAQ describes separate balance displays; exact placement and model-cost indicators are not a customer organization reporting entitlement. Sources: t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:r2-paid-tier-controls, t3-chat:t3-chat:r2-premier-buckets.
  • budgets Can budgets be set per user or group? [unknown]: Can budgets be set per user or group? No customer organization/user-group budget assignment or cost-centre export was retrieved.
  • budget_enforcement Does reaching a budget alert, block or downgrade? [partial]: For the documented paid-account bucket routes, exhausting both balances requires waiting for refill. This does not establish configurable user/group currency budgets, alerts or downgrade policies. Sources: t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:r2-premier-buckets.
  • chargeback Can costs be exported per cost centre? [unknown]: Can costs be exported per cost centre? No customer organization/user-group budget assignment or cost-centre export was retrieved.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:r2-paid-tier-controls, t3-chat:t3-chat:r2-premier-buckets.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Enterprise/Edu compliance access is owner-granted; Business documents conditional owner exports for individual members.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=Enterprise/Edu Compliance Platform and role permissions; Business default private-history/analytics boundaries and conditional owner per-member export; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Business routine visibility, conditional owner per-member export and Enterprise/Edu Compliance access are separate operations. No audit or archive fixture was run.
  • No blanket Business no-admin-access guarantee. No Enterprise/Edu compliance entitlement is transferred to Business.
  • admin_events Are admin and security events logged? [supported]: Enterprise/Edu Compliance Platform exposes append-only audit/authentication/app events, with category-scoped Admin keys. Sources: chatgpt:oa-compliance-r2.
  • content_logging Can prompts and answers be retained for compliance, and is it configurable? [partial]: Enterprise/Edu: only an owner grants broad compliance or Conversation messages access, including locked-chat messages. Business: default history and routine analytics do not expose all private chats. Owners can export an individual member via the Business workspace > Members > member three-dot menu > Export data, if available. Bulk all-chat coverage is unverified. Sources: chatgpt:oa-compliance-r2, chatgpt:oa-business-faq-r2, chatgpt:oa-business-privacy-r2, chatgpt:oa-business-owner-export-r3.
  • siem_export Can logs stream to a SIEM or be exported? [supported]: Enterprise/Edu can export eligible compliance logs into SIEM/data-lake/partner systems. Business eligibility is not inferred. Sources: chatgpt:oa-compliance-r2.
  • ediscovery Are eDiscovery and legal hold supported? [partial]: Enterprise/Edu Compliance Platform documents eDiscovery integrations; native legal-hold operation was not verified. Sources: chatgpt:oa-compliance-r2.
  • log_retention How long are logs kept? [supported]: Enterprise/Edu Compliance Logs Platform gives30-day availability; longer retention requires continuous external downloads. Sources: chatgpt:oa-compliance-r2.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-compliance-r2, chatgpt:oa-business-faq-r2, chatgpt:oa-business-privacy-r2, chatgpt:oa-business-owner-export-r3.

T3 Chat

Agent cross-checked Support: partial

The privacy policy describes vendor telemetry, not a customer compliance logging service.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • admin_events Are admin and security events logged? [unknown]: Are admin and security events logged? No customer admin/security-event catalogue, SIEM stream/export, eDiscovery/legal hold or fixed log retention was retrieved. Vendor monitoring in the security policy is not evidence of customer audit access.
  • content_logging Can prompts and answers be retained for compliance, and is it configurable? [partial]: The privacy policy collects prompts/uploads and Terms reserve review/removal for violations. A configurable customer prompt/answer compliance archive was not established. Sources: t3-chat:t3-chat:privacy, t3-chat:t3-chat:terms.
  • siem_export Can logs stream to a SIEM or be exported? [unknown]: Can logs stream to a SIEM or be exported? No customer admin/security-event catalogue, SIEM stream/export, eDiscovery/legal hold or fixed log retention was retrieved. Vendor monitoring in the security policy is not evidence of customer audit access.
  • ediscovery Are eDiscovery and legal hold supported? [unknown]: Are eDiscovery and legal hold supported? No customer admin/security-event catalogue, SIEM stream/export, eDiscovery/legal hold or fixed log retention was retrieved. Vendor monitoring in the security policy is not evidence of customer audit access.
  • log_retention How long are logs kept? [unknown]: How long are logs kept? No customer admin/security-event catalogue, SIEM stream/export, eDiscovery/legal hold or fixed log retention was retrieved. Vendor monitoring in the security policy is not evidence of customer audit access.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:privacy, t3-chat:t3-chat:terms.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Enterprise/Edu can integrate compliance data with DLP; inline redaction was not established.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Unverified parts: pii_detection, pii_action, custom_patterns, filter_location.
  • Read each atomic answer for its plan, access and feature limits.
  • pii_detection Is personal data detected in prompts and files? [unknown]: Is personal data detected in prompts and files? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.
  • pii_action Is it redacted, masked, blocked or only warned? [unknown]: Is it redacted, masked, blocked or only warned? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.
  • custom_patterns Can admins add custom patterns or terms? [unknown]: Can admins add custom patterns or terms? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.
  • dlp_integration Does it integrate with an existing DLP product? [partial]: Compliance Platform lists DLP partners including Purview and Netskope. This does not establish pre-model prompt redaction. Sources: chatgpt:oa-compliance.
  • filter_location Where does filtering run? [unknown]: Where does filtering run? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-compliance.

T3 Chat

No public information found Support: not-published

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

ADM-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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Enterprise has policy reminders and workspace controls; enforcement coverage remains partly unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Unverified parts: org_instructions.
  • Read each atomic answer for its plan, access and feature limits.
  • org_instructions Can admins set organisation-wide instructions? [unknown]: Can admins set organisation-wide instructions? Unverified after checking Enterprise settings, Services Agreement and compliance docs; an enforced organization system prompt was not established.
  • usage_notice Can users be required to accept a usage policy? [partial]: The Enterprise AI policy modal appears every 30 days and after updates; mandatory acknowledgment behavior was not established. Sources: chatgpt:oa-admin-settings.
  • content_filters Are content filters configurable? [partial]: Service usage restrictions apply; customer-configurable topic filters were not established. Sources: chatgpt:oa-services.
  • violation_reporting Are policy hits visible to admins? [partial]: Compliance app/audit events are available; complete policy-violation coverage was not verified. Sources: chatgpt:oa-compliance.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-admin-settings, chatgpt:oa-services, chatgpt:oa-compliance.

T3 Chat

Agent cross-checked Support: partial

Acceptable-use terms apply, while organization policy controls remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • org_instructions Can admins set organisation-wide instructions? [unknown]: Can admins set organisation-wide instructions? No admin global-instruction policy, mandatory company policy acknowledgement, configurable deterministic filter or customer violation-hit reporting was retrieved.
  • usage_notice Can users be required to accept a usage policy? [unknown]: Can users be required to accept a usage policy? No admin global-instruction policy, mandatory company policy acknowledgement, configurable deterministic filter or customer violation-hit reporting was retrieved.
  • content_filters Are content filters configurable? [partial]: Terms prohibit categories of unlawful/harmful content and permit vendor review/removal or suspension. Customer configurable content filters are not established. Sources: t3-chat:t3-chat:terms.
  • violation_reporting Are policy hits visible to admins? [unknown]: Are policy hits visible to admins? No admin global-instruction policy, mandatory company policy acknowledgement, configurable deterministic filter or customer violation-hit reporting was retrieved.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:terms.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Enterprise/Edu residency separates regional content storage from GPU execution and global operations.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Cloud infrastructure subprocessors include multiple providers. Exact placement per workspace, support geography and CPU processing remain separate questions.
  • storage_region Where are chats, files and indexes stored? [partial]: Eligible new Enterprise/Edu workspaces can select Europe, EEA + Switzerland, for in-scope content at rest. Standalone Business eligibility is not established. Sources: chatgpt:oa-residency.
  • inference_region Where do model calls run, per provider? [partial]: Eligible Enterprise/Edu can configure same-region European GPU inference; CPU tasks and external apps/search can process elsewhere. Sources: chatgpt:oa-residency.
  • backups_logs_region Where are backups, logs and telemetry? [partial]: In-scope content backups/replicas stay in-region; system metadata and non-content logs are outside the general residency commitment. Sources: chatgpt:oa-residency.
  • support_access_region From where can vendor staff access data? [partial]: Authorized staff access has purpose restrictions; an EU/Swiss-only support-access region was not established. Sources: chatgpt:oa-privacy.
  • swiss_hosting Is Swiss hosting available? [partial]: Europe includes Switzerland as a region grouping; this is not a Switzerland-only storage/inference/support commitment. Sources: chatgpt:oa-residency.
  • residency_plan Which plan or option provides residency? [partial]: Residency is documented for eligible Enterprise/Edu, with storage included at no extra charge; inference has separate eligibility. Sources: chatgpt:oa-residency.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-residency, chatgpt:oa-privacy.

T3 Chat

Agent cross-checked Support: partial

The privacy policy places the service under US/international processing; no EU/Swiss end-to-end option was established.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • storage_region Where are chats, files and indexes stored? [partial]: The policy says services are provided in the United States and information is processed there or in other countries; Azure, AWS and Vercel are named. Component-specific chat/file/index storage regions are not enumerated. Sources: t3-chat:t3-chat:privacy.
  • inference_region Where do model calls run, per provider? [partial]: The policy names OpenAI, Google, Anthropic and OpenRouter processing, but no provider-by-provider region, EU-only switch or customer region guarantee is supplied. Sources: t3-chat:t3-chat:privacy, t3-chat:t3-chat:faq-training.
  • backups_logs_region Where are backups, logs and telemetry? [unknown]: Where are backups, logs and telemetry? No exact backup/log/telemetry country matrix, support-access location, Swiss hosting offer or residency-plan entitlement was retrieved.
  • support_access_region From where can vendor staff access data? [unknown]: From where can vendor staff access data? No exact backup/log/telemetry country matrix, support-access location, Swiss hosting offer or residency-plan entitlement was retrieved.
  • swiss_hosting Is Swiss hosting available? [unknown]: Is Swiss hosting available? No exact backup/log/telemetry country matrix, support-access location, Swiss hosting offer or residency-plan entitlement was retrieved.
  • residency_plan Which plan or option provides residency? [unknown]: Which plan or option provides residency? No exact backup/log/telemetry country matrix, support-access location, Swiss hosting offer or residency-plan entitlement was retrieved.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:privacy, t3-chat:t3-chat:faq-training.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

ChatGPT is a hosted workspace; customer-hosted deployment contracts remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Unverified parts: dedicated_instance, customer_cloud, on_premise, air_gapped, mode_feature_gaps.
  • Read each atomic answer for its plan, access and feature limits.
  • multi_tenant_saas Is a shared SaaS offered? [partial]: Business and Enterprise are hosted, separately administered workspaces; implementation isolation was not tested. Sources: chatgpt:oa-business.
  • dedicated_instance Is a dedicated single-tenant instance offered, from what size? [unknown]: Is a dedicated single-tenant instance offered, from what size? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.
  • customer_cloud Can it run in the customer's own cloud account, from what size? [unknown]: Can it run in the customer's own cloud account, from what size? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.
  • on_premise Can the whole platform run on customer infrastructure, from what size? [unknown]: Can the whole platform run on customer infrastructure, from what size? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.
  • air_gapped Can it run without internet access? [unknown]: Can it run without internet access? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.
  • mode_feature_gaps Which features are missing outside SaaS? [unknown]: Which features are missing outside SaaS? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-business.

T3 Chat

Agent cross-checked Support: partial

A hosted web service is offered; tenant architecture and alternative deployment contracts remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • multi_tenant_saas Is a shared SaaS offered? [partial]: The public web service accepts individual accounts and processes content with hosting/model providers. Its exact multitenant architecture and boundaries are not documented in the retrieved public material. Sources: t3-chat:t3-chat:terms, t3-chat:t3-chat:privacy.
  • dedicated_instance Is a dedicated single-tenant instance offered, from what size? [unknown]: Is a dedicated single-tenant instance offered, from what size? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.
  • customer_cloud Can it run in the customer's own cloud account, from what size? [unknown]: Can it run in the customer's own cloud account, from what size? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.
  • on_premise Can the whole platform run on customer infrastructure, from what size? [unknown]: Can the whole platform run on customer infrastructure, from what size? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.
  • air_gapped Can it run without internet access? [unknown]: Can it run without internet access? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.
  • mode_feature_gaps Which features are missing outside SaaS? [unknown]: Which features are missing outside SaaS? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:terms, t3-chat:t3-chat:privacy.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

The business contract restricts content reuse; retention and human access remain separate.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Read each atomic answer for its plan, access and feature limits.
  • vendor_training Does the vendor train on customer content? [supported]: Services Agreement 4.2 prohibits using customer content to develop/improve services without explicit agreement. Sources: chatgpt:oa-services.
  • provider_training Do model providers train on it under this product's contracts? [partial]: The same business protection covers OpenAI model use; third-party app data handling needs its own terms. Sources: chatgpt:oa-services, chatgpt:oa-apps.
  • provider_retention How long do model providers keep prompts, including for abuse monitoring? [partial]: Chat/workspace retention is not API zero-retention. Provider abuse/security retention is not fully quantified for every plan. Sources: chatgpt:oa-privacy.
  • zero_retention Is zero data retention available, and on which plan? [partial]: Self-serve Business documentation directs zero-retention requirements to contracted offerings; ChatGPT-specific eligibility/terms were not obtained. Sources: chatgpt:oa-business.
  • human_review Can provider staff review content? [partial]: Enterprise privacy limits authorized staff access by purpose; the subprocessor list also describes review of flagged content. This is not a no-human-access guarantee. Sources: chatgpt:oa-privacy, chatgpt:oa-subprocessors.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-services, chatgpt:oa-apps, chatgpt:oa-privacy, chatgpt:oa-business, chatgpt:oa-subprocessors.

T3 Chat

Agent cross-checked Support: partial

No vendor training is asserted, with provider exceptions and customer-key responsibility explicitly retained.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • vendor_training Does the vendor train on customer content? [supported]: FAQ says T3 does not train its own models and the privacy policy says personal information is not used to train AI models. Sources: t3-chat:t3-chat:faq-training, t3-chat:t3-chat:privacy.
  • provider_training Do model providers train on it under this product's contracts? [supported]: The FAQ says OpenAI/Anthropic defaults are not opted into training, Google paid models disable training and OpenRouter training routes are disabled. Some new models may require training and are labeled; BYOK customers manage their own provider settings. Sources: t3-chat:t3-chat:faq-training.
  • provider_retention How long do model providers keep prompts, including for abuse monitoring? [unknown]: How long do model providers keep prompts, including for abuse monitoring? The FAQ does not establish provider prompt/abuse-monitoring retention, uniform ZDR entitlement or all provider human-review exceptions. No universal no-training/no-retention promise is inferred.
  • zero_retention Is zero data retention available, and on which plan? [unknown]: Is zero data retention available, and on which plan? The FAQ does not establish provider prompt/abuse-monitoring retention, uniform ZDR entitlement or all provider human-review exceptions. No universal no-training/no-retention promise is inferred.
  • human_review Can provider staff review content? [unknown]: Can provider staff review content? The FAQ does not establish provider prompt/abuse-monitoring retention, uniform ZDR entitlement or all provider human-review exceptions. No universal no-training/no-retention promise is inferred.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:faq-training, t3-chat:t3-chat:privacy.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Retention differs by content and operation: Enterprise/Edu policy, Business member removal, user deletion and conditional admin controls.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Member removal is not content deletion: project/GPT ownership reassignment does not grant access to the removed member's private conversations.
  • The broader Business privacy retention statement is recorded alongside the detailed operational gaps instead of being discarded or treated as an Enterprise-equivalent setting.
  • default_retention What is retained and for how long by default? [supported]: Saved chats remain until deletion/applicable policy. The leaver guide specifically retains removed Business members' chats/files/canvas indefinitely; Enterprise/Edu leavers follow configured retention. This is removal behavior, not a complete Business admin-settings specification. Sources: chatgpt:oa-retention-r2, chatgpt:oa-leavers-r2.
  • admin_retention Can admins set retention periods? [partial]: Enterprise/Edu configuration is documented. The privacy page says Business admins can control retention, and the managed-account notice makes controls configuration-dependent; the exact standalone Business setting, role, supported periods and content coverage were not verified. Sources: chatgpt:oa-leavers-r2, chatgpt:oa-privacy-r2, chatgpt:oa-managed-access-r2.
  • user_deletion Can users delete their chats and files permanently? [partial]: Users delete saved chats and Library files separately; deletion is normally scheduled within30 days, with de-identification/legal/security exceptions and separate Enterprise inactive-file backup handling. Sources: chatgpt:oa-retention-r2.
  • contract_end_deletion What is deleted at contract end, and when? [partial]: DPA 2.11 provides return/deletion on customer instruction after contract expiry, subject to legal retention; no fixed retrieval/deletion deadline is stated there. Sources: chatgpt:oa-dpa.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-retention-r2, chatgpt:oa-leavers-r2, chatgpt:oa-privacy-r2, chatgpt:oa-managed-access-r2, chatgpt:oa-dpa.

T3 Chat

Agent cross-checked Support: partial

Termination export responsibilities are contractual; plan-specific temporary-chat behaviour and retention remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual T3 Chat service Terms; temporary-chat Free/Pro/Premier entitlement not established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved.
  • default_retention What is retained and for how long by default? [unknown]: The generic URL FAQ distinguishes temporary and persisted threads but does not map that feature to a named individual tier or specify server/provider/file/backup retention. No plan-specific temporary-chat retention claim is made.
  • admin_retention Can admins set retention periods? [unknown]: Can admins set retention periods? No administrator retention controls, user permanent-deletion completion guarantee, backup erasure interval or fixed contract-end deletion deadline was retrieved.
  • user_deletion Can users delete their chats and files permanently? [unknown]: Can users delete their chats and files permanently? No administrator retention controls, user permanent-deletion completion guarantee, backup erasure interval or fixed contract-end deletion deadline was retrieved.
  • contract_end_deletion What is deleted at contract end, and when? [partial]: Terms put responsibility on users to export before termination and endeavor to provide a reasonable retrieval opportunity only for vendor-convenience termination; deletion timing and certificate are unspecified. Sources: t3-chat:t3-chat:terms.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:terms.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

A dated processor list and contractual transfer/notice rules are public.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • subprocessor_countries: Examples include multi-country Microsoft/CoreWeave/Oracle/GCP infrastructure and US AWS; support/moderation processors have separate scopes. The list is not a workspace location guarantee.
  • parent_jurisdiction: EEA/Swiss customers contract with OpenAI Ireland Ltd; the list identifies US OpenAI affiliates. A complete current parent-entity chain was not independently verified.
  • subprocessor_list Is a dated sub-processor list published? [supported]: OpenAI publishes a product-scoped list updated 2026-10-14. Sources: chatgpt:oa-subprocessors-20261026.
  • subprocessor_countries Which countries do sub-processors operate in? [partial]: Examples include multi-country Microsoft/CoreWeave/Oracle/GCP infrastructure and US AWS; support/moderation processors have separate scopes. The list is not a workspace location guarantee. Sources: chatgpt:oa-subprocessors-20261026.
  • change_notification Are customers notified of sub-processor changes? [supported]: DPA 2.9 gives notification and a 30-day objection period; subscribers can receive email. Sources: chatgpt:oa-dpa-20261026.
  • parent_jurisdiction Which jurisdiction governs the vendor and its parent? [partial]: EEA/Swiss customers contract with OpenAI Ireland Ltd; the list identifies US OpenAI affiliates. A complete current parent-entity chain was not independently verified. Sources: chatgpt:oa-services-20261026, chatgpt:oa-subprocessors-20261026.
  • transfer_mechanism Which transfer mechanism applies to non-EU/CH processing? [supported]: DPA 4.1 uses SCC safeguards or an applicable adequacy decision for transfers of EEA/Swiss data. Sources: chatgpt:oa-dpa-20261026.
  • government_access_policy Is there a published government-access or transparency policy? [supported]: OpenAI publishes a Government User Data Request Policy and semiannual transparency reports from its official Trust and transparency page. Current listed reporting includes January–June 2026. Sources: chatgpt:chatgpt:government-transparency-20261026.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: chatgpt:oa-subprocessors-20261026, chatgpt:oa-dpa-20261026, chatgpt:oa-services-20261026, chatgpt:chatgpt:government-transparency-20261026.

T3 Chat

Agent cross-checked Support: partial

Named providers and a US vendor address are public, without a complete processor-country or transfer contract matrix.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • subprocessor_list Is a dated sub-processor list published? [partial]: The May31,2025 privacy policy names Azure, AWS, Vercel, OpenAI, Google, Anthropic and OpenRouter, explicitly non-exhaustively. This is not established as a complete Article28 subprocessor schedule. Sources: t3-chat:t3-chat:privacy.
  • subprocessor_countries Which countries do sub-processors operate in? [unknown]: Which countries do sub-processors operate in? No exhaustive processor operation-country matrix, signed SCC/Swiss transfer mechanism or subprocessor objection schedule was retrieved.
  • change_notification Are customers notified of sub-processor changes? [partial]: Privacy policy says material changes are posted with an updated effective date. A processor-addition notice period and objection right are not specified. Sources: t3-chat:t3-chat:privacy.
  • parent_jurisdiction Which jurisdiction governs the vendor and its parent? [partial]: The policy and Terms identify T3 Tools Inc with a San Francisco address and US/California legal context. A separate parent entity, incorporation jurisdiction and ownership were not independently established. Sources: t3-chat:t3-chat:privacy, t3-chat:t3-chat:terms.
  • transfer_mechanism Which transfer mechanism applies to non-EU/CH processing? [unknown]: Which transfer mechanism applies to non-EU/CH processing? No exhaustive processor operation-country matrix, signed SCC/Swiss transfer mechanism or subprocessor objection schedule was retrieved.
  • government_access_policy Is there a published government-access or transparency policy? [partial]: The policy allows disclosures for subpoenas, warrants and legal investigations. No separate transparency report or detailed challenge/notification policy was retrieved. Sources: t3-chat:t3-chat:privacy.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:privacy, t3-chat:t3-chat:terms.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Business contracts and DPA are public; sector/legal conclusions remain outside this pass.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • dpa: The Services Agreement incorporates the public DPA; negotiability is not established.
  • revdsg_gdpr: The DPA covers EEA and Swiss data and GDPR transfer provisions; a detailed revDSG obligation map was not performed.
  • ai_act_materials: A public customer AI Act guide links OpenAI’s governance framework, Codes of Practice approach and provenance material, and describes a request route for relevant model documentation. No gated materials were requested, and these resources do not establish a legal compliance verdict for a customer deployment.
  • sector_materials: The Services Agreement requires a healthcare addendum for protected health data. FINMA/banking-secrecy materials were not retrieved.
  • dpa Is a DPA available, and is it negotiable? [partial]: The Services Agreement incorporates the public DPA; negotiability is not established. Sources: chatgpt:oa-services-20261026, chatgpt:oa-dpa-20261026.
  • revdsg_gdpr Does the DPA cover revDSG and GDPR? [partial]: The DPA covers EEA and Swiss data and GDPR transfer provisions; a detailed revDSG obligation map was not performed. Sources: chatgpt:oa-dpa-20261026.
  • governing_law Which law and court govern the contract? [supported]: For EEA/Swiss/UK customers, governing law is Ireland and venue Dublin under the standard agreement; contracting party differs for UK. Sources: chatgpt:oa-services-20261026.
  • ai_act_materials Is EU AI Act documentation provided? [partial]: A public customer AI Act guide links OpenAI’s governance framework, Codes of Practice approach and provenance material, and describes a request route for relevant model documentation. No gated materials were requested, and these resources do not establish a legal compliance verdict for a customer deployment. Sources: chatgpt:chatgpt:eu-ai-act-resources-20261026.
  • sector_materials Are FINMA or other sector materials provided? [partial]: The Services Agreement requires a healthcare addendum for protected health data. FINMA/banking-secrecy materials were not retrieved. Sources: chatgpt:oa-services-20261026.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: chatgpt:oa-services-20261026, chatgpt:oa-dpa-20261026, chatgpt:chatgpt:eu-ai-act-resources-20261026.

T3 Chat

Agent cross-checked Support: partial

Public consumer/service terms use California law; an enterprise GDPR/Swiss DPA remains unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • dpa Is a DPA available, and is it negotiable? [unknown]: Is a DPA available, and is it negotiable? No public negotiable Article28 DPA, explicit revDSG/GDPR processor undertaking, EU AI Act pack or FINMA/sector material was retrieved. The guessed/dpa route did not expose readable content; that is an access gap, not proof of absence.
  • revdsg_gdpr Does the DPA cover revDSG and GDPR? [unknown]: Does the DPA cover revDSG and GDPR? No public negotiable Article28 DPA, explicit revDSG/GDPR processor undertaking, EU AI Act pack or FINMA/sector material was retrieved. The guessed/dpa route did not expose readable content; that is an access gap, not proof of absence.
  • governing_law Which law and court govern the contract? [supported]: Terms section19 uses California law and individual JAMS arbitration in Santa Clara County, with small-claims/injunction exceptions and state/federal Santa Clara courts where arbitration does not apply. Sources: t3-chat:t3-chat:terms.
  • ai_act_materials Is EU AI Act documentation provided? [unknown]: Is EU AI Act documentation provided? No public negotiable Article28 DPA, explicit revDSG/GDPR processor undertaking, EU AI Act pack or FINMA/sector material was retrieved. The guessed/dpa route did not expose readable content; that is an access gap, not proof of absence.
  • sector_materials Are FINMA or other sector materials provided? [unknown]: Are FINMA or other sector materials provided? No public negotiable Article28 DPA, explicit revDSG/GDPR processor undertaking, EU AI Act pack or FINMA/sector material was retrieved. The guessed/dpa route did not expose readable content; that is an access gap, not proof of absence.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:terms.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Trust-portal claims remain unverified certificate assertions.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • All certification assertions use vendor-claimed evidence, never certificate-verified.
  • iso_27001 ISO 27001 with scope and validity? [partial]: The portal lists ISO/IEC 27001:2022; issuer, precise certified scope and expiry were not inspected. Sources: chatgpt:oa-trust.
  • soc2 SOC 2 type, period and covered service? [partial]: The portal claims SOC 2 Type 2; the actual report and reporting period were not reviewed. Sources: chatgpt:oa-trust.
  • c5 BSI C5 attestation? [unknown]: BSI C5 attestation? Unverified after checking Trust Portal public index; no C5 attestation or certificate issuer/validity/period evidence.
  • other_certifications Which other certificates (27701, 42001, TISAX)? [partial]: The portal lists 27017, 27018, 27701 and 42001; none is certificate-verified here. Sources: chatgpt:oa-trust.
  • report_access How can customers obtain reports? [supported]: The public Trust Portal lists public/private documents and an access-request route; no access request was made. Sources: chatgpt:oa-trust.
  • pentest Are independent penetration test summaries available? [partial]: A Pentest Report entry exists; the report scope and results were not retrieved. Sources: chatgpt:oa-trust.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-trust.

T3 Chat

No public information found Support: not-published

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

DATA-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).

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Encryption, optional Enterprise key control and IP restrictions are documented separately.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Unverified parts: tenant_isolation.
  • Read each atomic answer for its plan, access and feature limits.
  • encryption_at_rest Is data encrypted at rest? [supported]: OpenAI states AES-256 at rest and TLS 1.2+ in transit. Sources: chatgpt:oa-privacy.
  • customer_managed_keys Can the customer manage or hold the keys? [partial]: Eligible Enterprise/Edu EKM uses external AWS/GCP/Azure master keys and an account representative; feature coverage requires the EKM matrix. Sources: chatgpt:oa-ekm.
  • private_networking Is private connectivity or IP restriction available? [partial]: Enterprise/Edu IP allowlists block off-list user traffic; the Compliance API has separate enforced policies. This does not establish private-link connectivity. Sources: chatgpt:oa-ip.
  • tenant_isolation How are customers separated in shared SaaS? [unknown]: How are customers separated in shared SaaS? Unverified after checking enterprise privacy, EKM and IP documentation; tenant-isolation implementation and full key-location/feature matrix not tested.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-privacy, chatgpt:oa-ekm, chatgpt:oa-ip.

T3 Chat

No public information found Support: not-published

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

DATA-09 Professional secrecy

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

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Commercial confidentiality and authorized access rules are documented; no plan-specific professional-secrecy undertaking was retrieved.

Availability: unknown · Delivery: unknown
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=German §203 StGB and Swiss Art.321 StGB use cases; existing hosting, support and provider-location exceptions still apply.; os=not specified.

Limitations

  • General confidentiality, a DPA and no-training commitments do not establish a professional-secrecy undertaking. No vendor/sales contact or agreement signing was performed.
  • No legal compliance verdict; unknown does not mean the offering is unavailable.
  • secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.
  • subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [unknown]: Does the undertaking extend to its sub-processors, and is that documented? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.
  • secrecy_offering Is it a dedicated offering or add-on, and on which plan? [unknown]: Is it a dedicated offering or add-on, and on which plan? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.
  • content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: Enterprise privacy limits authorized staff access by purpose and the product-scoped subprocessor list includes review of flagged content. This is not a no-human-access commitment; a complete plain-text role/provider matrix and a §203/Art.321 access restriction were not verified. Sources: chatgpt:oa-privacy, chatgpt:oa-subprocessors, chatgpt:oa-dpa.
  • secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-privacy, chatgpt:oa-subprocessors, chatgpt:oa-dpa.

T3 Chat

Agent cross-checked Support: partial

Public policies describe vendor/provider content processing, but professional-secrecy contracts and a business plan remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual account service; no business/professional-secrecy offer verified; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US/international policy; no DE/CH-specific arrangement verified; os=not specified.

Limitations

  • No-training statements and personal account terms are not a professional-secrecy undertaking.
  • No legal suitability or compliance conclusion.
  • secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: No public DPA or signed/signon §203 StGB/Art321 StGB professional-secrecy undertaking covering T3 staff was retrieved from the Terms, privacy/security policies or targeted first-party searches.
  • subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [unknown]: The privacy policy names hosting/model services but does not establish a dedicated professional-secrecy undertaking binding them. Its existence and flow-down are unknown.
  • secrecy_offering Is it a dedicated offering or add-on, and on which plan? [unknown]: A team/business offer itself remains unverified; no professional-secrecy-specific tier, dedicated package or paid add-on was established.
  • content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: Privacy policy sends input to selected OpenAI/Google/Anthropic/OpenRouter services; Terms reserve vendor review/removal of content upon apparent violations. This establishes processing/review possibilities, not an exhaustive plaintext staff/provider access matrix or protected-profession arrangement. Sources: t3-chat:t3-chat:privacy, t3-chat:t3-chat:terms.
  • secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: Public consumer/service Terms and privacy/security pages were reviewed, with targeted §203/Art321/professional-secrecy searches. No specific template, protected-profession data-flow statement or professional-body guidance was retrieved; no private agreement was requested.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:privacy, t3-chat:t3-chat:terms.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Business has mixed seat pricing plus optional credits; Enterprise can use contracted credit or token billing.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Read each atomic answer for its plan, access and feature limits.
  • pricing_unit What is the pricing unit? [supported]: Business combines Standard/Premium seats with optional workspace credit use. Enterprise pricing depends on its agreement. Sources: chatgpt:oa-business, chatgpt:oa-models.
  • list_prices What are list prices per plan, with date and currency? [partial]: Retrieved 2026-10-21: Standard USD 20/user/month annual or USD 25 monthly; Premium USD 100 annual-equivalent or USD 125 monthly. Enterprise quote not obtained. Sources: chatgpt:oa-billing.
  • included_usage What usage is included? [partial]: Premium has five times Standard included usage and no five-hour usage cap; allowances are task/model-dependent. Sources: chatgpt:oa-business.
  • add_ons Which features cost extra? [partial]: Credits extend eligible use; external app subscriptions and optional contracted enterprise capabilities can affect total cost. Sources: chatgpt:oa-credit-controls.
  • overage What do usage beyond limits and premium models cost? [partial]: Eligible activity can use workspace credits; Enterprise may bill tokens in USD. A complete scoped tariff/default workload was not priced. Sources: chatgpt:oa-credit-controls, chatgpt:oa-models.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-business, chatgpt:oa-models, chatgpt:oa-billing, chatgpt:oa-credit-controls.

T3 Chat

Agent cross-checked Support: partial

Individual subscription prices are supported by vendor replies; quotas are cost-based and checkout/organization details are incomplete.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Staff pricing replies are first-party but undated; current checkout amounts and tax/plan availability were not observed.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:billing-change, t3-chat:t3-chat:premier, t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:price-visibility, t3-chat:t3-chat:overage, t3-chat:t3-chat:byok-openai.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Only a 200-seat Business licence floor can be calculated; larger new deployments need an Enterprise quote.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input plus 600 output tokens/message only where separately billed.
  • ECB 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237. Vendor USD is primary. Totals are floor + unknown; no proxy replaces an unknown vendor tariff.
  • cost_200 Year-one cost at 200 users? [partial]: From USD 48000.00 + unknown, EUR 42799.82 + unknown or CHF 39534.20 + unknown for 12 months excluding VAT: 200 Standard seats at USD 20/month billed annually. No Premium seats, credits or discounts assumed; included allowance sufficiency is unverified. Sources: chatgpt:oa-billing, chatgpt:oa-services, chatgpt:fx-20261020.
  • cost_1000 Year-one cost at 1,000 users? [unknown]: Unknown EUR/CHF total. New Business subscriptions are capped at 200 paid seats; no Enterprise seat/usage quote was obtained. No Business-price extrapolation is used.
  • cost_5000 Year-one cost at 5,000 users? [unknown]: Unknown EUR/CHF total. New Business subscriptions are capped at 200 paid seats; no Enterprise seat/usage quote was obtained. No Business-price extrapolation is used.
  • variable_share Which part depends on usage? [partial]: Credits after included allowances and Enterprise token-billed work depend on model/task consumption; that workload tariff remains unpriced. Sources: chatgpt:oa-credit-controls, chatgpt:oa-models.
  • unknown_parts Which costs could not be priced? [partial]: Enterprise licence/commitment, included capacity, credit/token consumption, optional enterprise features and deployment/support services remain unpriced. Sources: chatgpt:oa-business.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-billing, chatgpt:oa-services, chatgpt:fx-20261020, chatgpt:oa-credit-controls, chatgpt:oa-models, chatgpt:oa-business.

T3 Chat

Agent cross-checked Support: partial

Multiplying individual list prices yields conditional licence floors, not a verified organization quote or usage-complete TCO.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Conditional independent Pro/Premier account multiplication; no organization plan verified; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Known price floor + unknown components; no complete year-one TCO, seat commitment or sufficient-usage guarantee.
  • cost_200 Year-one cost at 200 users? [partial]: ALM-14 shared cost assumptions v1.4,2026-10-21:12 months,list prices,exVAT,no negotiated discounts;60% light100/30% regular400/10% power1500 messages/user/month =>330,each3000 input+600 output tokens incl retrieval. Vendor subscription usage remains subject to cost/refill limits; no fixed default/recommended model or complete tariff is published, so coverage and variable extra cost stay unknown. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; divideUSD by1.1215 then multiplyEUR by0.9237. For200 separate accounts: Pro from USD19,200/EUR17,119.93/CHF15,813.68 + unknown; Premier reference USD120,000/EUR106,999.55/CHF98,835.49 + unknown. Bulk purchase and business-governance fit unverified. Sources: t3-chat:t3-chat:billing-change, t3-chat:t3-chat:premier, t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:fx.
  • cost_1000 Year-one cost at 1,000 users? [partial]: Same assumptions,1000 separate accounts: Pro from USD96,000/EUR85,599.64/CHF79,068.39 + unknown; Premier reference USD600,000/EUR534,997.77/CHF494,177.44 + unknown. Not a1000-seat quote. Sources: t3-chat:t3-chat:billing-change, t3-chat:t3-chat:premier, t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:fx.
  • cost_5000 Year-one cost at 5,000 users? [partial]: Same assumptions,5000 separate accounts: Pro from USD480,000/EUR427,998.22/CHF395,341.95 + unknown; Premier reference USD3,000,000/EUR2,674,988.85/CHF2,470,887.20 + unknown. Not a5000-seat quote. Sources: t3-chat:t3-chat:billing-change, t3-chat:t3-chat:premier, t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:fx.
  • variable_share Which part depends on usage? [partial]: Included usage consumes a cost meter with no complete published tariff/default model. For an optional direct-provider BYOK comparison only, the shared gpt-6-luna effort-none Standard proxy is USD0.10 input/USD0.50 output per1M and USD2.376/user/year at the shared mix, excluding cache/tools/embeddings/regional uplift. This exact model/route is not verified selectable in T3 and is not added to the subscription floor as though it were a vendor tariff. Sources: t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:openai-price, t3-chat:t3-chat:openai-model.
  • unknown_parts Which costs could not be priced? [supported]: Unpriced: enterprise/bulk entitlement, organization features, exact current checkout prices, model availability and complete token/search/file tariff, whether the shared workload fits refill quotas, direct-provider/OpenRouter route charges, regional processing and support/implementation. No assumed wholesale discount or model-cost subsidy. Sources: t3-chat:t3-chat:premier, t3-chat:t3-chat:price-visibility, t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:byok-router.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:billing-change, t3-chat:t3-chat:premier, t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:fx, t3-chat:t3-chat:openai-price, t3-chat:t3-chat:openai-model, t3-chat:t3-chat:price-visibility, t3-chat:t3-chat:byok-router.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Business is self-serve; complete Enterprise evaluation remains sales-dependent and untested.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Unverified parts: self_serve_trial, trial_scope.
  • Read each atomic answer for its plan, access and feature limits.
  • free_tier Is there a free tier for business use? [partial]: A personal Free plan exists, but Business starts with paid seats and a separate managed workspace. Free does not establish Business/Enterprise controls. Sources: chatgpt:oa-business-faq, chatgpt:oa-word.
  • self_serve_trial Is a self-serve business trial available? [unknown]: Is a self-serve business trial available? Unverified after checking Business overview, FAQ and public pricing; timed self-serve trial duration, card requirement and trial governance were not verified.
  • trial_scope Do trials include SSO, connectors and admin features? [unknown]: Do trials include SSO, connectors and admin features? Unverified after checking Business overview, FAQ and public pricing; timed self-serve trial duration, card requirement and trial governance were not verified.
  • sales_gate Does meaningful evaluation require sales contact? [partial]: Business signup is self-serve; Enterprise upgrades and contracted options are directed to sales. No contact was made. Sources: chatgpt:oa-business, chatgpt:oa-business-faq.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-business-faq, chatgpt:oa-word, chatgpt:oa-business.

T3 Chat

Agent cross-checked Support: partial

Free usage is in the Terms; a business-specific trial and enterprise evaluation path remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • free_tier Is there a free tier for business use? [partial]: Terms say services are free up to unspecified usage limits and paid resources may be required. Organizational acceptance is allowed, but no free business admin entitlement is established. Sources: t3-chat:t3-chat:terms.
  • self_serve_trial Is a self-serve business trial available? [unknown]: Is a self-serve business trial available? No timed self-serve business trial, SSO/connector/admin trial entitlement or enterprise evaluation agreement was retrieved. No account was created.
  • trial_scope Do trials include SSO, connectors and admin features? [unknown]: Do trials include SSO, connectors and admin features? No timed self-serve business trial, SSO/connector/admin trial entitlement or enterprise evaluation agreement was retrieved. No account was created.
  • sales_gate Does meaningful evaluation require sales contact? [partial]: A public browser service and free-limited offer are documented; business-specific meaningful evaluation and any sales gate cannot be determined without an established business offer. Sources: t3-chat:t3-chat:terms.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:terms.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Business terms are public; Enterprise pricing and commercial scope need a quote.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Read each atomic answer for its plan, access and feature limits.
  • minimum_commitment What seat or spend minimum applies? [supported]: New Business workspaces require at least two Standard/Premium seats and allow at most 200 paid seats since 2026-08-24; grandfathered workspaces differ. Sources: chatgpt:oa-business-faq.
  • contract_length What contract lengths are offered? [supported]: Business supports monthly or annual billing; Enterprise term is on its order form. Sources: chatgpt:oa-billing, chatgpt:oa-services.
  • cancellation How can the contract be cancelled or reduced? [partial]: Business seat reductions take effect next billing cycle. Contracted renewal reductions normally need 30-day notice under the standard agreement. Sources: chatgpt:oa-billing, chatgpt:oa-services.
  • local_invoicing Can it be invoiced in CHF or EUR from a European entity? [partial]: EEA/Swiss customers have an Irish contracting party; self-serve invoice/PO/bank-transfer requirements are directed to a contracted plan. Exact CHF/EUR billing availability was not established. Sources: chatgpt:oa-services, chatgpt:oa-business.
  • transparency_class Is pricing transparent, partial, quote-only or unknown? [partial]: Business seat pricing is public but usage remains partly specified; Enterprise total is quote-only in this pass. Sources: chatgpt:oa-business.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-business-faq, chatgpt:oa-billing, chatgpt:oa-services, chatgpt:oa-business.

T3 Chat

Agent cross-checked Support: partial

Individual monthly upgrades/downgrades are documented; business minimums and European invoicing remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • minimum_commitment What seat or spend minimum applies? [partial]: The public evidence concerns individual accounts and monthly prices, not a minimum team-seat/spend commitment. Sources: t3-chat:t3-chat:terms, t3-chat:t3-chat:premier.
  • contract_length What contract lengths are offered? [supported]: Vendor replies confirm monthly Premier pricing and billing periods; no signed annual or business-term offer was retrieved. Sources: t3-chat:t3-chat:premier.
  • cancellation How can the contract be cancelled or reduced? [supported]: Terms permit account cancellation at any time without refunds. Staff says upgrades take effect immediately and downgrades at the billing-period end. Sources: t3-chat:t3-chat:terms, t3-chat:t3-chat:premier.
  • local_invoicing Can it be invoiced in CHF or EUR from a European entity? [unknown]: Can it be invoiced in CHF or EUR from a European entity? No team minimum, European contracting entity or CHF/EUR invoice entitlement was retrieved.
  • transparency_class Is pricing transparent, partial, quote-only or unknown? [supported]: Partial: some individual prices are confirmed in undated staff replies, complete final checkout requires billing information, quotas are not a public token tariff, and a business offer remains unverified. Sources: t3-chat:t3-chat:price-visibility, t3-chat:t3-chat:premier, t3-chat:t3-chat:faq-usage.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:terms, t3-chat:t3-chat:premier, t3-chat:t3-chat:price-visibility, t3-chat:t3-chat:faq-usage.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

The hosted service is provided under commercial access terms; a component source-licence inventory was not verified.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Unverified parts: enterprise_features_closed.
  • Read each atomic answer for its plan, access and feature limits.
  • licence_type Which licence applies to each component? [partial]: Services Agreement grants a term-limited non-exclusive service-use right and restricts reverse engineering; no OSI licence for the hosted workspace was established. Sources: chatgpt:oa-services.
  • branding_restrictions Do licence terms restrict branding or user counts? [partial]: Account resale/sharing and rate-limit circumvention are contractually restricted; component-specific branding terms were not retrieved. Sources: chatgpt:oa-services.
  • enterprise_features_closed Are enterprise features in a separate closed edition? [unknown]: Are enterprise features in a separate closed edition? Unverified after checking Services Agreement; repository visibility of SDKs/examples does not establish the hosted product source licence.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-services.

T3 Chat

Agent cross-checked Support: partial

The hosted service is proprietary; clone hackathons and T3 Code are separate products.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • licence_type Which licence applies to each component? [supported]: Terms grant a personal nonassignable service licence and prohibit copying, modification, reverse engineering and source extraction, subject to third-party software rights. Sources: t3-chat:t3-chat:terms.
  • branding_restrictions Do licence terms restrict branding or user counts? [supported]: Terms reserve vendor trademarks and prohibit sublicensing/renting/providing service access to others; each account is personal and cannot be shared. Sources: t3-chat:t3-chat:terms.
  • enterprise_features_closed Are enterprise features in a separate closed edition? [unknown]: Are enterprise features in a separate closed edition? No supported self-host licence, open-source core/enterprise split or enterprise edition licence was retrieved. Public third-party clones are not licensed distributions of the hosted product.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:terms.

VEN-06 Data export and exit

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

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Business restricts member self-export but documents conditional owner exports; Enterprise/Edu Compliance retrieval is separate.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • The documented Business owner export is conditional and per member; the guide does not establish a bulk workspace export or complete archive.
  • Enterprise/Edu Compliance retrieval is not a complete portable workspace export. No admin archive or exit fixture.
  • chat_export Can admins export all chats? [partial]: Business members cannot self-export workspace data through Settings > Data controls. An owner can select the Business workspace > Members > member three-dot menu > Export data, if available, to export that member's data. Bulk all-chat coverage is unverified. Enterprise/Edu owners can separately grant Compliance conversation access. Sources: chatgpt:oa-business-faq-r2, chatgpt:oa-business-owner-export-r3, chatgpt:oa-compliance-r2.
  • assistant_export Can assistants and prompts be exported in a reusable format? [unknown]: Can assistants and prompts be exported in a reusable format? Unverified after checking Business FAQ, Compliance Platform and DPA; no complete assistant/knowledge export or leaver exit fixture.
  • knowledge_export Can knowledge bases and their sources be exported? [unknown]: Can knowledge bases and their sources be exported? Unverified after checking Business FAQ, Compliance Platform and DPA; no complete assistant/knowledge export or leaver exit fixture.
  • export_format Are formats documented and machine-readable? [partial]: Enterprise/Edu has documented compliance log/state API access. No complete Business admin archive format or reusable chat/assistant/knowledge package was verified. Sources: chatgpt:oa-compliance-r2.
  • post_termination_window How long can data be retrieved after termination? [partial]: The DPA provides return/deletion on instruction after expiry but no fixed recovery window was verified. Sources: chatgpt:oa-dpa.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-business-faq-r2, chatgpt:oa-business-owner-export-r3, chatgpt:oa-compliance-r2, chatgpt:oa-dpa.

T3 Chat

Agent cross-checked Support: partial

Terms require pre-termination export, but a documented organizational export package was not established.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • chat_export Can admins export all chats? [unknown]: Can admins export all chats? No first-party complete-admin-chat export procedure/format, reusable assistant/prompt export or KB/source export was retrieved. Community migration scripts and export comments are leads, not supported portability guarantees.
  • assistant_export Can assistants and prompts be exported in a reusable format? [unknown]: Can assistants and prompts be exported in a reusable format? No first-party complete-admin-chat export procedure/format, reusable assistant/prompt export or KB/source export was retrieved. Community migration scripts and export comments are leads, not supported portability guarantees.
  • knowledge_export Can knowledge bases and their sources be exported? [unknown]: Can knowledge bases and their sources be exported? No first-party complete-admin-chat export procedure/format, reusable assistant/prompt export or KB/source export was retrieved. Community migration scripts and export comments are leads, not supported portability guarantees.
  • export_format Are formats documented and machine-readable? [unknown]: Are formats documented and machine-readable? No first-party complete-admin-chat export procedure/format, reusable assistant/prompt export or KB/source export was retrieved. Community migration scripts and export comments are leads, not supported portability guarantees.
  • post_termination_window How long can data be retrieved after termination? [partial]: Users must export before termination. If the vendor terminates for convenience it will endeavor to allow a reasonable retrieval opportunity; no fixed post-termination window is guaranteed. Sources: t3-chat:t3-chat:terms.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:terms.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

A public component status page is available; language-specific support and SLA credits remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • support_channels: The Business FAQ directs workspace credit-usage questions to OpenAI Support. For affected Enterprise GPT migrations, the migration FAQ directs customers to their account team to confirm the applicable timeline. General Enterprise support coverage, service hours and response targets remain unverified.
  • support_languages: Is support available in German, French or Italian? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.
  • regional_presence: OpenAI’s May 2025 company announcement records a Munich office and German local team. Current staffing, a Swiss contracting entity and guaranteed local-language support were not established.
  • uptime_sla: Is there an uptime SLA with credits? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.
  • support_channels Which support channels are available on each plan? [partial]: The Business FAQ directs workspace credit-usage questions to OpenAI Support. For affected Enterprise GPT migrations, the migration FAQ directs customers to their account team to confirm the applicable timeline. General Enterprise support coverage, service hours and response targets remain unverified. Sources: chatgpt:chatgpt:review-fix-support-channel-20261026, chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026.
  • support_languages Is support available in German, French or Italian? [unknown]: Is support available in German, French or Italian? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.
  • regional_presence Is there a DACH or Swiss entity, team or partner? [partial]: OpenAI’s May 2025 company announcement records a Munich office and German local team. Current staffing, a Swiss contracting entity and guaranteed local-language support were not established. Sources: chatgpt:chatgpt:german-office-20261026.
  • uptime_sla Is there an uptime SLA with credits? [unknown]: Is there an uptime SLA with credits? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.
  • status_page Is there a public status page with history? [supported]: OpenAI Status lists component health and incident updates; no historical uptime score was computed. Sources: chatgpt:oa-status-20261026.

Checked ; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: chatgpt:oa-business-faq-20261026, chatgpt:oa-status-20261026, chatgpt:chatgpt:german-office-20261026, chatgpt:chatgpt:review-fix-support-channel-20261026, chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026.

T3 Chat

Agent cross-checked Support: partial

Email support and official feedback are public, without a retrieved SLA or regional-language contract.

Availability: generally-available · Delivery: native
Scope: surfaces=T3 Chat browser application; version=Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed; plan=Individual Free, Pro and Premier evidence; no organizational plan or entitlement established; add_ons=Optional customer API keys; plan-specific quotas and checkout details not fully public; deployment_mode=not specified; region=US-hosted service with provider processing in US or other countries; no EU/CH-only option established; os=not specified.

Limitations

  • Documented findings only; unestablished atomic questions remain explicit gaps.
  • support_channels Which support channels are available on each plan? [supported]: The FAQ lists a support email and official feature/bug board; plan-specific response targets are not published there. Sources: t3-chat:t3-chat:faq-support.
  • support_languages Is support available in German, French or Italian? [unknown]: Is support available in German, French or Italian? No German/French/Italian support commitment, credit-bearing uptime SLA or verified public status/history service was retrieved. Guessed status.t3.chat failed certificate validation; no incident conclusion follows.
  • regional_presence Is there a DACH or Swiss entity, team or partner? [partial]: The vendor publishes a San Francisco contact address. A DACH/Swiss entity, partner or support team was not established. Sources: t3-chat:t3-chat:privacy.
  • uptime_sla Is there an uptime SLA with credits? [unknown]: Is there an uptime SLA with credits? No German/French/Italian support commitment, credit-bearing uptime SLA or verified public status/history service was retrieved. Guessed status.t3.chat failed certificate validation; no incident conclusion follows.
  • status_page Is there a public status page with history? [unknown]: Is there a public status page with history? No German/French/Italian support commitment, credit-bearing uptime SLA or verified public status/history service was retrieved. Guessed status.t3.chat failed certificate validation; no incident conclusion follows.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: t3-chat:t3-chat:faq-support, t3-chat:t3-chat:privacy.

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.

ChatGPT Business / Enterprise

Agent cross-checked Support: partial

Public learning and implementation guidance are available; included service entitlements remain open.

Availability: generally-available · Delivery: native
Scope: surfaces=ChatGPT Business and Enterprise web workspaces, ChatGPT desktop and mobile clients, ChatGPT connected apps and custom MCP apps; version=Continuously updated hosted service, retrieved 2026-10-21; plan=ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences; add_ons=Purchased workspace credits or contracted token billing where stated, External app/provider subscriptions and Microsoft add-in approval where required, Enterprise residency, EKM and compliance entitlements only where stated; deployment_mode=multi-tenant-saas; region=Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies; os=not specified.

Limitations

  • Unverified parts: onboarding_service, service_cost.
  • Read each atomic answer for its plan, access and feature limits.
  • onboarding_service Is guided onboarding included? [unknown]: Is guided onboarding included? Unverified after checking Academy and Enterprise quickstart; guided onboarding entitlement and professional-service fees not obtained.
  • user_training Is end-user training offered, in which languages? [partial]: Academy offers worker/builder/leader courses and live/on-demand events; DE/FR/IT delivery was not established. Sources: chatgpt:oa-academy.
  • use_case_library Are role-based use cases and templates provided? [partial]: Academy and Enterprise quickstart provide role/use-case and deployment guidance; a complete template catalogue was not audited. Sources: chatgpt:oa-academy, chatgpt:oa-admin-quickstart.
  • adoption_programme Is there a champion or adoption programme? [partial]: Academy includes leadership/adoption learning; an included formal champion programme was not verified. Sources: chatgpt:oa-academy.
  • service_cost Which services cost extra? [unknown]: Which services cost extra? Unverified after checking Academy and Enterprise quickstart; guided onboarding entitlement and professional-service fees not obtained.

Checked ; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: chatgpt:oa-academy, chatgpt:oa-admin-quickstart.

T3 Chat

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.

Sources

  1. Uploading files and audio to ChatGPT chatgpt:oa-files

    Uploads have format-specific limits, 40-file Business/Enterprise projects, 20-file GPT knowledge and Enterprise-only PDF visual retrieval.

    Formats; size/rate/storage limits; projects; PDF visual retrieval · documented · Source date not stated · Retrieved 2026-10-21

  2. ChatGPT Business models and limits chatgpt:oa-business-models-r2

    Business distinguishes GPT6 Chat powered by Sol/Astra from separate Work models, with Standard/Premium allowances and rollout limits.

    Chat picker; Higher intelligence; Pro; Work models · documented · Source date not stated · Retrieved 2026-10-21

  3. ChatGPT Enterprise and Edu models and limits chatgpt:oa-enterprise-models-r2

    Enterprise Chat names GPT6 powered by Sol and Pro/Astra, while Work has separate model options and workspace/role controls.

    Enterprise Chat rollout; Work/Codex distinction; model picker; tools · documented · Source date not stated · Retrieved 2026-10-21

  4. ChatGPT Work and Codex chatgpt:oa-work-r2

    Work has its own model picker and task/output capabilities; Chat-specific model guides define the GPT6 Chat alias rather than Work model labels.

    Work deliverables; picker; access and permissions · documented · Source date not stated · Retrieved 2026-10-21

  5. T3 Chat FAQ t3-chat:t3-chat:faq-training

    The vendor says it does not train models, configures OpenAI/Anthropic/paid Google/OpenRouter no-training where possible, labels exceptions and makes BYOK customers responsible for settings.

    Do you use my data for training? · documented · Source date not stated · Retrieved 2026-10-21

  6. Usage model change t3-chat:t3-chat:billing-change

    Vendor replies confirm current cost-based usage and that an USD8 subscription can still use expensive models within cost limits.

    Mark Florkowski Team replies · documented · Source date not stated · Retrieved 2026-10-21

  7. Pro/Premier vendor replies t3-chat:t3-chat:r2-paid-tier-controls

    The vendor discusses USD8 Pro usage/search costs, optional OpenRouter keys and Premier USD50/month; this does not establish Free parity or a complete model matrix.

    Mark Florkowski Team: cost explanation, OpenRouter direct billing, USD50 Premier and plan changes · documented · Source date not stated · Retrieved 2026-10-21

  8. Context and own-key controls t3-chat:t3-chat:r2-pro-context-byok

    Vendor replies document context restrictions on the USD8 tier and optional own-key fallback without publishing a complete current model/file matrix.

    Mark Florkowski Team replies on USD8 limits, higher tier, model switching and OpenRouter fallback · documented · Source date not stated · Retrieved 2026-10-21

  9. ChatGPT Enterprise and Edu release notes chatgpt:oa-enterprise-notes

    Dated Enterprise/Edu notes record live-app migration, collaboration and add-in changes, Intune eligibility and planned GPT retirement.

    October 16 sync retirement; September 25 Teams; September GPT migration; May 6 Intune · documented · Source date not stated · Retrieved 2026-10-21

  10. ChatGPT Business release notes chatgpt:oa-business-notes

    Dated Business notes document workspace analytics, Excel/Sheets integration, agent/work changes and app-template access.

    April 16 analytics; May 5 Sheets; May 22 agents; July 9 Work · documented · Source date not stated · Retrieved 2026-10-21

  11. Changelog of new features t3-chat:t3-chat:changelog

    A vendor reply says major-feature changelog is in Discord and a website version is intended; the website request remains Planned.

    Planned status and Mark Florkowski Team reply · documented · Source date not stated · Retrieved 2026-10-21

  12. ChatGPT Business - Overview chatgpt:oa-business

    Business is self-serve with Standard/Premium seats, includes Chat/Work, and remains separate from API billing.

    Standard/Premium seats; plan comparison; Team rename · documented · Source date not stated · Retrieved 2026-10-21

  13. ChatGPT Enterprise admin quickstart chatgpt:oa-admin-quickstart

    Enterprise rollout uses SSO, tenant directory sync, groups/RBAC and workspace-specific product access.

    Identity; SCIM; groups; controls; billing · documented · Source date not stated · Retrieved 2026-10-21

  14. Managing workspace settings in ChatGPT Enterprise chatgpt:oa-admin-settings

    Enterprise settings include model defaults, role-scoped features/memory and a recurring AI-policy modal.

    General; permissions; models; AI policy modal · documented · Source date not stated · Retrieved 2026-10-21

  15. ChatGPT Enterprise and Edu models and limits chatgpt:oa-models

    Enterprise Chat is rolling to GPT-6 powered by Sol with a separate Astra Pro control; Work has distinct model choices and RBAC eligibility.

    GPT-6 Chat; Work models; routing; Astra controls · documented · Source date not stated · Retrieved 2026-10-21

  16. Managing credits and spend controls in ChatGPT Business chatgpt:oa-credit-controls

    Business can apply credit usage and recharge limits after included seat allowances, with credit-backed features unavailable when credits are insufficient.

    Included use; recharge cap; per-seat/user limits · documented · Source date not stated · Retrieved 2026-10-21

  17. T3 Chat FAQ t3-chat:t3-chat:faq-usage

    Base refills every four hours and Overage monthly; usage reserves then settles request cost and blocks until refill when both are depleted. Example20/200 points are illustrative, not published quota sizes.

    How does the usage meter work? · documented · Source date not stated · Retrieved 2026-10-21

  18. Premier usage-limit support t3-chat:t3-chat:r2-premier-buckets

    The identifiable vendor reply specifically applies the FAQ bucket mechanics to a Premier account.

    Mark Florkowski Team reply explaining exhausted monthly overage and four-hour bucket · documented · Source date not stated · Retrieved 2026-10-21

  19. Data analysis with ChatGPT chatgpt:oa-analysis

    Analysis uses a stateful Jupyter/Python environment, supports chart generation and cannot make external network requests from that environment.

    Python execution; charts; network constraint · documented · Source date not stated · Retrieved 2026-10-21

  20. Projects in ChatGPT chatgpt:oa-projects

    Projects persist chats/files/instructions; shared members can read and download project files and branch chats.

    Sharing; visibility; memory; GPT use; retention · documented · Source date not stated · Retrieved 2026-10-21

  21. SharePoint app and setup in ChatGPT chatgpt:oa-sharepoint

    Live SharePoint searches accessible SharePoint/OneDrive content and uses Microsoft consent plus separate ChatGPT action and site controls.

    Live access; delegated permissions; site allowlist; labels; file limits · documented · Source date not stated · Retrieved 2026-10-21

  22. Connected apps in ChatGPT chatgpt:oa-apps

    Apps use workspace and account permissions, can support actions and events, and have separate plugin installation and provider authorization.

    Availability; authorization; actions; event tasks · documented · Source date not stated · Retrieved 2026-10-21

  23. Developer mode and MCP apps in ChatGPT chatgpt:oa-mcp

    Custom remote MCP apps support write tools in beta with plan-specific developer/publishing controls and action approvals.

    Beta availability; Business versus Enterprise/Edu; remote connections; actions · documented · Source date not stated · Retrieved 2026-10-21

  24. Creating and managing team tasks in ChatGPT chatgpt:oa-team-tasks

    Business/Enterprise team tasks run in the cloud under a team service account using approved connections and scheduled or supported app-event triggers.

    Availability; service account; triggers; control; sharing · documented · Source date not stated · Retrieved 2026-10-21

  25. Company knowledge in ChatGPT chatgpt:oa-company-r2

    Current Company Knowledge uses enabled eligible app connections for Business/Enterprise/Edu and inherits source access without claiming a universal copied index.

    Current app-based workflow; plans; source permissions · documented · Source date not stated · Retrieved 2026-10-21

  26. SharePoint app and setup in ChatGPT chatgpt:oa-sharepoint-r2

    The live app uses Microsoft delegated access and separately enabled actions; site-policy controls need workspace enablement rather than inheriting a blanket plan entitlement.

    Live app; Microsoft permissions; action enablement · documented · Source date not stated · Retrieved 2026-10-21

  27. Managing SharePoint site access and sensitivity-label exclusions chatgpt:oa-sharepoint-policy-r2

    The guide documents enabled-workspace site/label controls but does not state a complete Business/Enterprise/Edu entitlement matrix.

    Availability; site-collection rules; label GUIDs · documented · Source date not stated · Retrieved 2026-10-21

  28. Data residency and inference residency for ChatGPT chatgpt:oa-residency-r2

    Current residency guidance describes scoped content/processing and external-app exceptions; it no longer establishes an administrator-managed sync configuration.

    Current feature/storage scope; external integrations · documented · Source date not stated · Retrieved 2026-10-21

  29. ChatGPT Enterprise and Edu release notes chatgpt:oa-enterprise-notes-r2

    The October16 notice retires administrator-managed sync and directs eligible Enterprise workspaces to real-time GoogleDrive/SharePoint/Teams apps.

    October16 administrator-managed sync retirement · documented · Source date 2026-10-16 · Retrieved 2026-10-21

  30. Company knowledge in ChatGPT chatgpt:oa-company

    Company Knowledge is a plugin for eligible Business/Enterprise/Edu users and uses authorized connected sources rather than granting new data access.

    Requirements; source permissions; supported apps · documented · Source date not stated · Retrieved 2026-10-21

  31. Memory in ChatGPT chatgpt:oa-memory

    Memory and custom instructions differ; users can manage remembered information and admins control supported workspace settings.

    Controls; sources; removal; workspace memory · documented · Source date not stated · Retrieved 2026-10-21

  32. ChatGPT Enterprise and Edu release notes chatgpt:oa-enterprise-notes-20261026

    Dated Enterprise/Edu notes record live-app migration, collaboration and add-in changes, Intune eligibility and planned GPT retirement.

    October 16 sync retirement; September 25 Teams; September GPT migration; May 6 Intune; public web-reader representation retrieved 2026-10-26, representation SHA256 8781183db68eb81bcf7367e33925fbcec071340b0b8901192b83ef01c70a778e · documented · Source date not stated · Retrieved 2026-10-26

  33. Custom GPT retirement and migration FAQ chatgpt:oa-gpt-migration-r2-20261026

    The accessible FAQ confirms migration to plugins, standard/approved-deferral dates, and that models/actions/sharing settings do not transfer automatically.

    Plugin migration; Enterprise guidance and dates; non-transferring actions; public web-reader representation retrieved 2026-10-26, representation SHA256 dd951ed04244057574ab0c432d8a8279430ac2da83c342351588edf8d66e0a9b · documented · Source date not stated · Retrieved 2026-10-26

  34. Managing workspace settings in ChatGPT Enterprise chatgpt:oa-admin-settings-20261026

    Enterprise settings include model defaults, role-scoped features/memory and a recurring AI-policy modal.

    General; permissions; models; AI policy modal; public web-reader representation retrieved 2026-10-26, representation SHA256 96c9b041bf9174a50f86db93e70e0298c6a367658ecba1cdd9db1ccaf5bb68bc · documented · Source date not stated · Retrieved 2026-10-26

  35. ChatGPT Business release notes chatgpt:oa-business-notes-20261026

    Dated Business notes document workspace analytics, Excel/Sheets integration, agent/work changes and app-template access.

    April 16 analytics; May 5 Sheets; May 22 agents; July 9 Work; public web-reader representation retrieved 2026-10-26, representation SHA256 a76daa1b273dbced3f3f607908c1965a3ed86fc0cc21c798be3582eca50e374d · documented · Source date not stated · Retrieved 2026-10-26

  36. ChatGPT Business - Overview chatgpt:oa-business-20261026

    Business is self-serve with Standard/Premium seats, includes Chat/Work, and remains separate from API billing.

    Standard/Premium seats; plan comparison; Team rename; public web-reader representation retrieved 2026-10-26, representation SHA256 7af98911edbf31de1850b4de99233ea6bbee5f443dce05c9d6958e004181ee13 · documented · Source date not stated · Retrieved 2026-10-26

  37. Uploading files and audio to ChatGPT chatgpt:oa-files-20261026

    Uploads have format-specific limits, 40-file Business/Enterprise projects, 20-file GPT knowledge and Enterprise-only PDF visual retrieval.

    Formats; size/rate/storage limits; projects; PDF visual retrieval; public web-reader representation retrieved 2026-10-26, representation SHA256 8fbf08df3b56a93ebaf27c2ca223eb2cd449e5b1b43e5f5d09995eaeb7bb7907 · documented · Source date not stated · Retrieved 2026-10-26

  38. Company knowledge in ChatGPT chatgpt:oa-company-r2-20261026

    Current Company Knowledge uses enabled eligible app connections for Business/Enterprise/Edu and inherits source access without claiming a universal copied index.

    Current app-based workflow; plans; source permissions; public web-reader representation retrieved 2026-10-26, representation SHA256 2d451d442061ec6222039e4f287ed4f08226239e708b96200ee8ea33bd7971ed · documented · Source date not stated · Retrieved 2026-10-26

  39. Data residency and inference residency for ChatGPT chatgpt:oa-residency-r2-20261026

    Current residency guidance describes scoped content/processing and external-app exceptions; it no longer establishes an administrator-managed sync configuration.

    Current feature/storage scope; external integrations; public web-reader representation retrieved 2026-10-26, representation SHA256 7bc187a8fb32db1e17c0bb7e93763c0ccb2c8528a6b220f4b3d011bd151f53d3 · documented · Source date not stated · Retrieved 2026-10-26

  40. Plugins in ChatGPT chatgpt:oa-plugins-r2-20261026

    Plugins package reusable workflow instructions/apps for Chat/Work, with Business/Enterprise sharing subject to workspace controls and per-surface capabilities.

    Reusable skills; references/apps; workspace sharing; surface limits; public web-reader representation retrieved 2026-10-26, representation SHA256 fcb0960b3bb65bf48aafc243940aa11c934ae0735ba6f9f1e847e1fc425ad1e4 · documented · Source date not stated · Retrieved 2026-10-26

  41. ChatGPT for Word chatgpt:oa-word-r2-20261026

    The native Word add-in drafts/revises text, but plugins are unsupported and regular ChatGPT memory/skills/history do not carry over.

    Availability; writing; skills; plugin and history limitations; public web-reader representation retrieved 2026-10-26, representation SHA256 93ee7796175a908a7cd559677e9e27203399c07d0c5147311b6610272e4c93e3 · documented · Source date not stated · Retrieved 2026-10-26

  42. Custom GPT migration: creation freeze and existing edits chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026

    October 26 is a planned freeze on new GPT creation in affected Enterprise workspaces; drafts needed for migration should be published beforehand. Existing unmigrated GPTs remain editable, while migration makes the original read-only. The FAQ covers all plans for scheduled retirement and directs Enterprise customers to their account team to confirm their migration timeline.

    Enterprise workspace guidance, October 26 planned milestone; all-plan retirement; timeline confirmation paragraph; public web-reader representation retrieved 2026-10-26, SHA256 4b3144d23ceb8bfd0e24a6f5b6a3c0a8cf29a4d84f64091ddafda7242ff0695c · documented · Source date not stated · Retrieved 2026-10-26

  43. Connecting custom MCP servers in ChatGPT chatgpt:oa-mcp-r2

    Custom MCP is available on Business/Enterprise/Edu web; the current Plugins flow does not require Developer Mode, with admin publication and plan-specific creator controls.

    Availability; current Plugins flow; plan roles; action permissions · documented · Source date not stated · Retrieved 2026-10-21

  44. Data residency and inference residency for ChatGPT chatgpt:oa-residency

    Eligible Enterprise/Edu regional storage and optional same-region GPU inference exclude system data, global CPU processing and external integrations.

    Eligibility; storage/backups; GPU processing; exceptions · documented · Source date not stated · Retrieved 2026-10-21

  45. T3 Chat FAQ t3-chat:t3-chat:faq-url

    A new-chat URL selects a model, reasoning effort, search on/off, one to five searches, a profile and temporary/persisted storage mode.

    Custom search URLs and query parameter table · documented · Source date not stated · Retrieved 2026-10-21

  46. ChatGPT Business: General FAQ chatgpt:oa-business-faq

    The FAQ lists current seat prices, a 200-paid-seat cap for new subscriptions since August 24 2026, and unavailable self-service Business export.

    Prices; seat cap; export; privacy · documented · Source date not stated · Retrieved 2026-10-21

  47. Subscription-backed API request t3-chat:t3-chat:api-request

    Staff rejects the economics of applying a T3 Chat subscription to external coding-agent/API usage; an official general chat API is not established.

    Closed status and Mark Florkowski Team reply · documented · Source date not stated · Retrieved 2026-10-21

  48. ChatGPT Work and Codex chatgpt:oa-work

    Work is the multi-step deliverable experience on eligible paid plans; cloud/local task execution and model access differ from regular Chat.

    Chat versus Work; models; availability; deliverables · documented · Source date not stated · Retrieved 2026-10-21

  49. Mobile App t3-chat:t3-chat:mobile

    The vendor released an iOS TestFlight beta on September10,2026 and says Android beta is coming soon.

    Mark Florkowski, Team, pinned September10,2026 announcement · documented · Source date 2026-09-10 · Retrieved 2026-10-21

  50. ChatGPT for Word chatgpt:oa-word

    The shared Office add-in embeds ChatGPT in Word, requires M365 administrator approval and uses the applicable model/token allowance.

    Office add-in; admin approval; limitations; pricing · documented · Source date not stated · Retrieved 2026-10-21

  51. ChatGPT for Word chatgpt:oa-word-r2

    The native Word add-in drafts/revises text, but plugins are unsupported and regular ChatGPT memory/skills/history do not carry over.

    Availability; writing; skills; plugin and history limitations · documented · Source date not stated · Retrieved 2026-10-21

  52. Images in ChatGPT chatgpt:chatgpt:images-editing-20261026

    The official guide documents editing uploaded or generated images. Images are available on all tiers; Images with thinking is currently Plus/Pro/Business, with Enterprise/Edu described as coming later.

    Overview, Availability and Edit your image; public web-reader representation SHA256 44b31a6adea07ee1fbba7c7f8094c14b2d08b85d14db6ac37f0732f9ad291979 · documented · Source date not stated · Retrieved 2026-10-26

  53. ChatGPT Enterprise and Edu models and limits chatgpt:oa-enterprise-models-r2-20261026

    Enterprise Chat names GPT6 powered by Sol and Pro/Astra, while Work has separate model options and workspace/role controls.

    Enterprise Chat rollout; Work/Codex distinction; model picker; tools; public web-reader representation retrieved 2026-10-26, representation SHA256 da70d2c757d5cb302998f802acc290c8a1a4f26b86a8ab34ff9a83627f9ac7fd · documented · Source date not stated · Retrieved 2026-10-26

  54. OpenAI Services Agreement chatgpt:oa-services-20261026

    The business contract protects customer content, assigns output rights, limits service use and defines Irish contracting/law for EEA/Swiss customers.

    Sections 3-7; 16.3; definitions of contracting party, governing laws and venue; public web-reader representation retrieved 2026-10-26, representation SHA256 0233863b855363cf290708260721bf7d470cd68b01718c219c441018b00e846e · documented · Source date 2025-12-01 · Retrieved 2026-10-26

  55. ChatGPT Voice chatgpt:oa-voice

    Eligible workspaces have Voice, with Business seat-dependent allowances and separate Enterprise credit/token billing and audio retention.

    Business/Enterprise availability; limits; data controls · documented · Source date not stated · Retrieved 2026-10-21

  56. ChatGPT mobile response actions chatgpt:chatgpt:mobile-read-aloud-20261026

    Supported mobile response actions can include Read aloud; availability varies by message. This is distinct from a live Voice session and does not establish Swiss German recognition.

    How do I select text or use response actions on Android?; public web-reader representation SHA256 5a659925d335100a37be401edb3f15327e8a679e3670bd3e945c97b20ca6ca4d · documented · Source date not stated · Retrieved 2026-10-26

  57. Data analysis with ChatGPT chatgpt:oa-analysis-r2

    Data analysis documents code execution and static/interactive visualizations; Enterprise model inventory establishes the scoped plan entitlement.

    Python/Jupyter execution and chart types · documented · Source date not stated · Retrieved 2026-10-21

  58. How to change your language setting in ChatGPT chatgpt:oa-language

    ChatGPT documents German, French and Italian UI settings alongside other supported languages.

    Browser/mobile language setting; supported list · documented · Source date not stated · Retrieved 2026-10-21

  59. OpenAI Trust Portal chatgpt:oa-trust

    The portal claims ISO and SOC coverage and lists reports, EKM, penetration testing and a VPAT, without establishing certificate validity in this pass.

    Compliance; documents; ChatGPT security features · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  60. Setting up single sign-on for ChatGPT Business chatgpt:oa-business-sso

    Business supports SAML/OIDC and verified domains but standalone Business excludes SCIM and synchronized groups.

    Supported protocols; plan limits; automatic account creation · documented · Source date not stated · Retrieved 2026-10-21

  61. Managing multi-factor authentication chatgpt:chatgpt:native-mfa-enforcement-20261026

    Individuals can configure MFA, but the guide explicitly says administrators cannot currently enforce MFA at the ChatGPT workspace or API organization level. Identity-provider policy is a separate control.

    Can admins enforce MFA for a workspace or organization?; public web-reader representation SHA256 c263aa5ec4b4533980634f9fc563829448056ddfb38d44108adfc1f2af92555e · documented · Source date not stated · Retrieved 2026-10-26

  62. T3 Chat security policy t3-chat:t3-chat:security

    The vendor asserts TLS, MFA support, secure sessions/access control and regular audits; no independent report or enterprise enforcement configuration is supplied.

    Data protection, authentication and disclosure program · vendor-claimed · Source date 2025-02-14 · Retrieved 2026-10-21

  63. Managing billing and seats in ChatGPT Business chatgpt:oa-billing

    Business lists USD 20/25 Standard and USD 100/125 Premium annual/monthly equivalents, at least two seats, and next-cycle reductions.

    Seat types; minimum; billing changes · documented · Source date not stated · Retrieved 2026-10-21

  64. Managing members, workspace roles, and seats in ChatGPT Enterprise and Edu chatgpt:oa-members

    Enterprise/Edu distinguish member, analytics viewer, admin and owner; Enterprise can delegate group management and assign seat types.

    Built-in roles; seat types; invitations · documented · Source date not stated · Retrieved 2026-10-21

  65. Data retention when a member is removed from a workspace chatgpt:oa-leavers

    Removal revokes access immediately, follows Enterprise retention policies, preserves Business data indefinitely, and reassigns projects/GPT ownership without exposing private conversations.

    Enterprise/Edu versus Business; ownership reassignment · documented · Source date not stated · Retrieved 2026-10-21

  66. OpenAI Services Agreement chatgpt:oa-services

    The business contract protects customer content, assigns output rights, limits service use and defines Irish contracting/law for EEA/Swiss customers.

    Sections 3-7; 16.3; definitions of contracting party, governing laws and venue · documented · Source date 2025-12-01 · Retrieved 2026-10-21

  67. Workspace analytics for Enterprise and Edu chatgpt:chatgpt:enterprise-analytics-export-20261026

    Enterprise/Edu supports CSV reports by user and GPT/project usage, with separate survey/benchmark exports. Task insights aggregate work categories and can be disabled; survey export identifiers depend on a setting. Ordinary user reports remain identifiable.

    Export a report by user, Export GPT or project usage, User surveys, Task insights; public web-reader representation SHA256 6aeca6e22f4c2c5cfa4d623934a911693c329ba68f2b3af43c1527c662a89bfb · documented · Source date not stated · Retrieved 2026-10-26

  68. ChatGPT Business general FAQ chatgpt:oa-business-faq-r2

    Business members retain private histories by default and self-service workspace data export is unavailable; this does not define every conditional admin access route.

    Private chats; self-service export; roles · documented · Source date not stated · Retrieved 2026-10-21

  69. Managing data, sharing, and privacy in ChatGPT Business chatgpt:oa-business-privacy-r2

    Usage/spend analytics does not automatically grant private-chat transcript access; member self-export through Settings is unavailable.

    Admin visibility and usage analytics; collaboration; export · documented · Source date not stated · Retrieved 2026-10-21

  70. OpenAI Compliance Platform for Enterprise and Edu chatgpt:oa-compliance-r2

    Enterprise/Edu Compliance Platform separates owner-granted conversation access from delegated log categories and documents30-day log availability.

    Eligibility; owner-granted content permissions; retention · documented · Source date not stated · Retrieved 2026-10-21

  71. Managing data, sharing, and privacy in ChatGPT Business chatgpt:oa-business-owner-export-r3

    Business members lack Settings self-export. Owners can export an individual member through the workspace Members menu when the option is available; bulk coverage, precise eligibility, format and completeness are unspecified.

    Can I export my data from a Business workspace? — member restriction and conditional owner export steps · documented · Source date not stated · Retrieved 2026-10-21

  72. T3 Chat privacy policy t3-chat:t3-chat:privacy

    The policy covers user uploads, named hosting/model providers, no AI training, US/international processing and general disclosure practices.

    Sections1-7 and11 · documented · Source date 2025-05-31 · Retrieved 2026-10-21

  73. T3 Chat Terms of Service t3-chat:t3-chat:terms

    T3 Tools Inc permits organizational acceptance but each account is personal; proprietary restrictions, cancellation/export responsibilities and California dispute terms apply.

    Sections1-6,9,19 and21 · documented · Source date 2025-11-15 · Retrieved 2026-10-21

  74. OpenAI Compliance Platform for Enterprise and Edu customers chatgpt:oa-compliance

    Enterprise/Edu compliance supports immutable event logs, state queries and SIEM/eDiscovery/DLP integrations, with a 30-day log access window.

    Access; immutable logs; retention; migration; partner integrations · documented · Source date not stated · Retrieved 2026-10-21

  75. Enterprise privacy at OpenAI chatgpt:oa-privacy

    OpenAI describes AES-256/TLS protections and limited authorized staff access, with plan-specific privacy and administrative visibility.

    Security; service-specific human access; Business FAQ · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  76. OpenAI Sub-processor list chatgpt:oa-subprocessors

    The dated list names multiple cloud and service processors with product and country scope.

    Third-party processors; processing countries; notice subscription · documented · Source date 2026-10-14 · Retrieved 2026-10-21

  77. OpenAI Data Processing Addendum chatgpt:oa-dpa

    The DPA covers EEA/Swiss data, subprocessor notifications/objections, international transfers and return/deletion at customer instruction.

    Definitions; 2.9; 2.11; 4.1 · documented · Source date 2025-12-01 · Retrieved 2026-10-21

  78. Data access for your managed ChatGPT account chatgpt:oa-managed-access-r2

    Managed-account administrators may access/export/retain/delete content where configuration and law allow; an Enterprise admin role alone does not grant sensitive compliance access.

    Conditional admin access; configuration; Enterprise sensitive permissions · documented · Source date not stated · Retrieved 2026-10-21

  79. Enterprise privacy at OpenAI chatgpt:oa-privacy-r2

    The privacy page describes Business administrator access/export/deletion and retention control broadly, without documenting a concrete Business export route or settings workflow.

    Business FAQ: organizational access and retention; Enterprise FAQ · vendor-claimed · Source date not stated · Retrieved 2026-10-21

  80. Chat and file retention in ChatGPT chatgpt:oa-retention-r2

    Saved chats and files have separate deletion/policy rules, generally30-day backend deletion with legal/security exceptions and Enterprise backup caveats.

    Chats; Library/project/GPT files; deletion; Enterprise backups · documented · Source date not stated · Retrieved 2026-10-21

  81. Data retention when a member is removed from a workspace chatgpt:oa-leavers-r2

    Business leaver content remains indefinite while Enterprise/Edu follow configured retention; project/GPT ownership reassignment does not expose the former member's private conversations.

    Plan-specific retention; ownership versus conversations · documented · Source date not stated · Retrieved 2026-10-21

  82. OpenAI trust and transparency chatgpt:chatgpt:government-transparency-20261026

    The public page links OpenAI’s Government User Data Request Policy and semiannual request/disclosure reports, currently including January–June 2026. Existence of a policy is distinct from immunity from government access.

    Government requests for user data, Our policy link and semiannual reports; public web-reader representation SHA256 93bafff710834085a0d51dde71f2f1bd3bfe6e7dc86dcb4fd45cea5938355140 · documented · Source date not stated · Retrieved 2026-10-26

  83. OpenAI Sub-processor list chatgpt:oa-subprocessors-20261026

    The dated list names multiple cloud and service processors with product and country scope.

    Third-party processors; processing countries; notice subscription; public web-reader representation retrieved 2026-10-26, representation SHA256 a7d96e1cb585412fcc51ac92669fa0f3b2529082622dfe7f32298849b672f6da · documented · Source date 2026-10-14 · Retrieved 2026-10-26

  84. OpenAI Data Processing Addendum chatgpt:oa-dpa-20261026

    The DPA covers EEA/Swiss data, subprocessor notifications/objections, international transfers and return/deletion at customer instruction.

    Definitions; 2.9; 2.11; 4.1; public web-reader representation retrieved 2026-10-26, representation SHA256 11aa41f80669f6238d4e298e39f15fb7530b480effb79ea23111d8f9186adc55 · documented · Source date 2025-12-01 · Retrieved 2026-10-26

  85. EU AI Act resources and customer guidance chatgpt:chatgpt:eu-ai-act-resources-20261026

    OpenAI publishes a customer AI Act resource page linking its governance framework, Codes of Practice approach and provenance guidance. A dedicated form is available for relevant model-documentation requests; no request was made and no product compliance verdict is inferred.

    OpenAI approach, prohibited practices, governance/provenance resources and model-documentation contact route; public web-reader representation SHA256 cfd90ddfaf879898942c3866d9e555258e38f6268652c64ded7a2d714c1552ed · documented · Source date not stated · Retrieved 2026-10-26

  86. OpenAI Enterprise Key Management Overview chatgpt:oa-ekm

    EKM for eligible Enterprise/Edu workspaces uses customer-controlled AWS/GCP/Azure master keys with an account representative.

    Eligibility; external KMS; unsupported features · documented · Source date not stated · Retrieved 2026-10-21

  87. IP allowlisting for ChatGPT chatgpt:oa-ip

    Enterprise/Edu IP policies block user requests outside allowed addresses and use a separate Compliance API allowlist.

    Eligibility; enforcement; Compliance API · documented · Source date not stated · Retrieved 2026-10-21

  88. Overage bucket refill option t3-chat:t3-chat:overage

    The vendor says top-up refill has not been offered since the new billing model.

    Mark Florkowski Team reply · documented · Source date not stated · Retrieved 2026-10-21

  89. Pro and Premier pricing discussion t3-chat:t3-chat:premier

    The vendor confirms Premier USD50/month plus tax, immediate upgrades and end-period downgrades, and customer OpenRouter keys for direct usage billing.

    Mark Florkowski Team replies on price, OpenRouter, upgrades and downgrades · documented · Source date not stated · Retrieved 2026-10-21

  90. Paid price visibility t3-chat:t3-chat:price-visibility

    Staff says billing information is needed for final tax-inclusive pricing; no checkout was completed.

    Mark Florkowski Team replies · documented · Source date not stated · Retrieved 2026-10-21

  91. OpenAI BYOK t3-chat:t3-chat:byok-openai

    Staff confirms GPT5 BYOK and recommends fallback priority plus a verified OpenAI organization or removing the key; this is historical model-specific setup, not a complete current model list.

    Mark Florkowski Team reply · documented · Source date not stated · Retrieved 2026-10-21

  92. ECB euro reference historical rates chatgpt:fx-20261020

    Directly retrieved ECB XML gives EUR 1 = USD 1.1215 = CHF 0.9237.

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

  93. OpenRouter model coverage t3-chat:t3-chat:byok-router

    The request is marked Completed but the staff reply says those routes do not use OpenRouter and universal rerouting requires future changes.

    Completed label versus Mark Florkowski Team reply · documented · Source date not stated · Retrieved 2026-10-21

  94. ECB reference exchange rates t3-chat:t3-chat:fx

    EUR1 equals USD1.1215 and CHF0.9237.

    Cube time2026-10-20 · documented · Source date 2026-10-20 · Retrieved 2026-10-21

  95. OpenAI API pricing t3-chat:t3-chat:openai-price

    The shared direct-provider proxy uses USD0.10 input/USD0.50 output per million tokens; T3 availability of this exact route is unverified.

    Standard short-context gpt-6-luna row · documented · Source date not stated · Retrieved 2026-10-21

  96. GPT-6 Luna documentation t3-chat:t3-chat:openai-model

    The shared direct-provider proxy uses lowest effort none; this is not a verified T3 default or model-menu entry.

    Reasoning effort options · documented · Source date not stated · Retrieved 2026-10-21

  97. OpenAI Deutschland office announcement chatgpt:chatgpt:german-office-20261026

    The dated first-party announcement states that OpenAI opened its first German office in Munich with a local team. It does not specify guaranteed DE/FR/IT support, a Swiss entity or contract-specific SLA.

    May 22, 2025 opening announcement and local team scope; public web-reader representation SHA256 d04d9029dd9c337a37c2ae21ffabb048a7cc4f11159ddabc87d20fe082137d5f · vendor-claimed · Source date 2025-05-22 · Retrieved 2026-10-26

  98. ChatGPT Business: General FAQ chatgpt:oa-business-faq-20261026

    The FAQ lists current seat prices, a 200-paid-seat cap for new subscriptions since August 24 2026, and unavailable self-service Business export.

    Prices; seat cap; export; privacy; public web-reader representation retrieved 2026-10-26, representation SHA256 ffd176f38adcc4e1658f36e899249404fb7036503d3f42d042bfca83f10b0d50 · documented · Source date not stated · Retrieved 2026-10-26

  99. OpenAI Status chatgpt:oa-status-20261026

    The public status page separates ChatGPT, Work, compliance, search, uploads, voice and app components and links incident updates.

    System components and incident updates; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 1f749d023fe07ab5992f9b3666fbcb15a5578978c14ddda682cf228310aac396 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26

  100. Business FAQ: credit-usage support route chatgpt:chatgpt:review-fix-support-channel-20261026

    For workspace credit-usage discrepancies, the Business FAQ directs users to OpenAI Support. It does not itself establish a general Enterprise account-team support entitlement.

    Does zero workspace credit usage mean no one has used ChatGPT or Codex?; public web-reader representation retrieved 2026-10-26, SHA256 6f1e8ec919c352fec861fb80ad95bbf94efd6f1c73199357b5f01ff3d43d62f3 · documented · Source date not stated · Retrieved 2026-10-26

  101. T3 Chat FAQ t3-chat:t3-chat:faq-support

    The FAQ links its official feedback board and lists support email.

    Feature requests and support · documented · Source date not stated · Retrieved 2026-10-21

  102. OpenAI Academy chatgpt:oa-academy

    Academy offers worker, builder and adoption-leader learning resources with public events.

    Learning paths; live and on-demand events · vendor-claimed · Source date not stated · Retrieved 2026-10-21