---
schema_version: 1
rubric_version: "1.1"
kind: pair
canonical_url: "https://onaihq.com/compare/agents/mistral-vibe-vs-t3-chat/"
data_url: "https://onaihq.com/compare/agents/mistral-vibe-vs-t3-chat/data.json"
generated_at: 2026-10-27
last_checked_at: 2026-10-26
last_cross_checked_at: 2026-10-26
next_check_at: 2026-12-20
publisher: "onAI"
---

# Mistral Vibe 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.

> Mistral Vibe lifecycle: sunset. The legacy hosted Chat tab and its Chat Agents are being removed progressively as accounts migrate to unified Vibe Work. Enterprise migration began October 1, 2026 with an approximately six-month administrator window; no fixed final end date was published in the inspected release. Scope: Legacy hosted Vibe Chat tab and Chat-created Agents only; not Vibe Work, Vibe Code, Mistral API or customer-deployed models. Continuation: Vibe Work continues with Skills; the rename preserves accounts, plans and conversations. Checked 2026-10-21; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-release-notes, mistral-vibe:mistral-vibe:m-legacy-agents, mistral-vibe:mistral-vibe:m-rename.

This comparison has 26 criteria with sourced findings for both products, including 26 that a second agent cross-checked for both. 45 criteria have a sourced finding for at least one product. "Sourced" findings passed publication validation: they are scoped, fresh and cite public resolved sources. "Agent cross-checked" findings also received a separate agent source pass, not necessarily a hands-on test. "Stated by onAI" marks the publisher's own statements about its product (evidence type vendor-statement), which cite no third-party source. Humans approve the rubric, templates and generator; they do not review every finding. It does not declare a winner. A missing sourced finding is not evidence that a capability is absent.

- Mistral Vibe source checks: 2026-10-21 to 2026-10-26.
- T3 Chat source checks: 2026-10-21.

- Canonical HTML: https://onaihq.com/compare/agents/mistral-vibe-vs-t3-chat/
- Machine-readable JSON: https://onaihq.com/compare/agents/mistral-vibe-vs-t3-chat/data.json
- Methodology: https://onaihq.com/compare/agents/methodology/

## Models

### MOD-01: Model catalogue and providers

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

#### Mistral Vibe

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

Hosted Work exposes task-oriented Fast/Think behavior; a complete current per-plan named chat-model catalogue was not established.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Migrated Team and Enterprise hosted Work; no arbitrary named-model picker entitlement asserted; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- providers: Mistral powers core Vibe; images use Black Forest Labs and voice uses Voxtral. Named selectable core-chat models per plan were not established.
- current_models: The API model list and pricing recommendations do not establish current models selectable in hosted Work/Chat for each plan. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.
- user_choice: The September 22 hosted release explicitly covers migrating Free, Pro, Teams and Enterprise accounts and documents Fast/Think choice in unified Work. These are reasoning modes, not arbitrary provider/model selection.
- auto_routing: Work chooses tools automatically, but model-routing rules and display of the chosen model were not established. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.
- multimodal_input: Work accepts document/image and audio context; exact model-by-model capabilities were not established.

- providers — Which model providers are available? [partial]: Mistral powers core Vibe; images use Black Forest Labs and voice uses Voxtral. Named selectable core-chat models per plan were not established. Sources: mistral-vibe:mistral-vibe:m-home-20261026, mistral-vibe:mistral-vibe:m-image-20261026.
- current_models — Which current models are selectable on this plan? [unknown]: The API model list and pricing recommendations do not establish current models selectable in hosted Work/Chat for each plan. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.
- user_choice — Can users pick the model per chat? [partial]: The September 22 hosted release explicitly covers migrating Free, Pro, Teams and Enterprise accounts and documents Fast/Think choice in unified Work. These are reasoning modes, not arbitrary provider/model selection. Sources: mistral-vibe:mistral-vibe:m-release-notes-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026.
- auto_routing — Does the product route between models automatically, and is the chosen model shown? [unknown]: Work chooses tools automatically, but model-routing rules and display of the chosen model were not established. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.
- multimodal_input — Which models accept images, audio or files? [partial]: Work accepts document/image and audio context; exact model-by-model capabilities were not established. Sources: mistral-vibe:mistral-vibe:m-files-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-home-20261026, mistral-vibe:mistral-vibe:m-image-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026, mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

#### Mistral Vibe

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

Public product and model changelogs exist; Vibe model lag and version-pinning remain unverified.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: release_lag_days, deprecation_notice, version_pinning.

- release_lag_days — What was the lag for each of the last three major releases, per provider? [unknown]: Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.
- changelog — Is there a dated public model changelog? [supported]: Mistral publishes dated model/API changes and separate shipped Vibe/Admin release notes. Sources: mistral-vibe:mistral-vibe:m-releases, mistral-vibe:mistral-vibe:m-release-notes.
- deprecation_notice — How much notice is given before a model is removed? [unknown]: Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.
- version_pinning — Can an admin keep an older model version? [unknown]: Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.

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

Sources: mistral-vibe:mistral-vibe:m-releases, mistral-vibe:mistral-vibe:m-release-notes

#### T3 Chat

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

#### Mistral Vibe

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

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

#### T3 Chat

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

#### Mistral Vibe

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

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

#### T3 Chat

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

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

### MOD-05: Model control and usage limits

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

#### Mistral Vibe

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

Vibe publishes relative plan allowances and some fixed limits; per-group model policies remain open.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: model_allowlist_by_group, data_bound_models, default_model.

- model_allowlist_by_group — Can admins limit models per group? [unknown]: Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.
- data_bound_models — Can admins restrict which models receive connector or knowledge content? [unknown]: Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.
- default_model — Can admins set the default model? [unknown]: Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.
- user_limits — What per-user message or token limits apply, and are they published? [partial]: The page gives relative multipliers and Team Flash Answers at 200/day versus Pro 150/day. An exhaustive exact Work limit table was not established. Sources: mistral-vibe:mistral-vibe:m-pricing.
- limit_behaviour — What happens when a limit is reached? [partial]: Library processing exhaustion pauses new uploads while existing content stays usable; paid API/Code usage can stop or consume prepaid PAYG. Sources: mistral-vibe:mistral-vibe:m-libraries, mistral-vibe:mistral-vibe:m-subscription.

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

Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-libraries, mistral-vibe:mistral-vibe:m-subscription

#### T3 Chat

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

#### Mistral Vibe

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

Work accepts documents, tables, images and recordings; documentation does not replace a file-fidelity test.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: limits, full_vs_chunked.

- formats — Which formats are accepted? [supported]: PDF, Word, PowerPoint, Excel/CSV/ODS/Numbers, common images/text/code and email formats are listed. Sources: mistral-vibe:mistral-vibe:m-files.
- limits — What size and count limits apply per file and chat? [unknown]: Unknown. The 100 MB/100-file limits are for Libraries; exact per-chat file byte/count limits were not established and were not copied across.
- ocr — Are scanned PDFs read? [partial]: Work describes extracting text from scanned-page images; complete multi-page scanned-PDF fidelity was not tested. Sources: mistral-vibe:mistral-vibe:m-files.
- spreadsheets — Are Excel tables read with structure intact? [partial]: Excel/CSV analysis and paid spreadsheet editing are documented; formulas/structure were not tested against the shared workbook. Sources: mistral-vibe:mistral-vibe:m-files, mistral-vibe:mistral-vibe:m-sheets.
- full_vs_chunked — Is the whole file used or only retrieved parts, and does the user see which? [unknown]: Unknown. Files persist for the chat and Libraries are indexed, but exact full-file versus chunk selection and user-visible coverage were not verified.

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

Sources: mistral-vibe:mistral-vibe:m-files, mistral-vibe:mistral-vibe:m-sheets

#### T3 Chat

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

#### Mistral Vibe

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

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

#### T3 Chat

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

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

### 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).

#### Mistral Vibe

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

Named featured connectors and a third-party MCP directory connect external data and actions; current pricing labels connectors beta.

Availability: beta
Delivery: official-integration
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- microsoft_365: Featured sources list Outlook, Outlook Calendar and SharePoint Search API. Separate OneDrive/Teams connector entitlements were not verified.
- google_workspace: The guide names Gmail, Google Calendar and Google Drive in Work context; exact Google Drive setup scope was not fully verified.
- on_prem_sources: Custom MCP can point at reachable tools, but a supported on-prem file-share/database connector with verified network prerequisites was not established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md. No additional scoped evidence established this answer.

- microsoft_365 — Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [partial]: Featured sources list Outlook, Outlook Calendar and SharePoint Search API. Separate OneDrive/Teams connector entitlements were not verified. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026.
- google_workspace — Which Google sources are connected? [partial]: The guide names Gmail, Google Calendar and Google Drive in Work context; exact Google Drive setup scope was not fully verified. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-files-20261026.
- atlassian — Confluence and Jira? [supported]: The featured Atlassian connector supports Confluence and Jira. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026.
- other_systems — Which other business systems? [supported]: Featured examples include Box, GitHub, Linear, Notion, Slack and Stripe; the remaining MCP directory is third-party. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026.
- on_prem_sources — Can on-prem file shares or databases be connected? [unknown]: Custom MCP can point at reachable tools, but a supported on-prem file-share/database connector with verified network prerequisites was not established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md. No additional scoped evidence established this answer.
- connector_provider — Who builds and maintains each connector? [supported]: Featured integrations are Mistral-managed; custom/directory MCP servers are third-party/customer-operated and need admin setup. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

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

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Request-time featured connectors and indexed Knowledge Connectors are distinct; source deletions propagate after synchronization with no published interval.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- sync_interval: No universal source-sync interval was established; live connectors and manually indexed Libraries must be distinguished. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.
- deletion_propagation: The connected-tool help article says source file/folder/library deletion propagates to the Knowledge Connector index after synchronization. Disabling a Knowledge Connector removes access and schedules index deletion. No bounded propagation or purge time is stated.
- index_location: Libraries state European cloud storage; exact country, backup and embedding-processing regions were not established.

- live_or_indexed — Is content searched live or copied into an index? [supported]: Featured request-time connectors fetch live without a persistent connector index. Knowledge Connectors can separately index selected files, folders or libraries; uploaded Libraries persist their own content. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:connector-data-controls-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026.
- sync_interval — How often does an index refresh? [unknown]: No universal source-sync interval was established; live connectors and manually indexed Libraries must be distinguished. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.
- deletion_propagation — How quickly does a deleted document disappear? [partial]: The connected-tool help article says source file/folder/library deletion propagates to the Knowledge Connector index after synchronization. Disabling a Knowledge Connector removes access and schedules index deletion. No bounded propagation or purge time is stated. Sources: mistral-vibe:mistral-vibe:connector-data-controls-20261026.
- index_location — Where is indexed content stored? [partial]: Libraries state European cloud storage; exact country, backup and embedding-processing regions were not established. Sources: mistral-vibe:mistral-vibe:m-libraries-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:connector-data-controls-20261026

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Library answers document numbered footnotes; measured multilingual grounding quality remains unknown.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- citation_accuracy: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.
- cross_language: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.
- no_answer_behaviour: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.
- observed_accuracy: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.

- citations — Are answers linked to specific sources? [supported]: Library responses use numbered footnotes to source passages and a Sources panel. Sources: mistral-vibe:mistral-vibe:m-libraries-20261026.
- citation_accuracy — Do the cited passages support the answer? [unknown]: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.
- cross_language — Does a question in one language find documents in another? [unknown]: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.
- no_answer_behaviour — Does it say when the corpus has no answer? [unknown]: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.
- observed_accuracy — How many of the question set were answered correctly? [unknown]: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Migrated Work uses personal Knowledge Base and persistent instructions, with user and admin controls.

Availability: beta
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Migrated Team/Enterprise hosted Work; personal Knowledge Base public preview, organization/workspace controls as documented; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

- custom_instructions — Can users set persistent instructions? [supported]: Persistent account instructions specify role, tone and format; Projects can carry their own instructions. Sources: mistral-vibe:mistral-vibe:m-instructions-20261026, mistral-vibe:mistral-vibe:m-projects-20261026.
- cross_chat_memory — Does the product remember facts across chats? [supported]: Work Knowledge Base retrieves saved knowledge across tasks; it replaces legacy Memories as accounts migrate. Sources: mistral-vibe:mistral-vibe:m-memory-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026.
- user_memory_controls — Can users view, edit and delete memories? [supported]: Users can browse/edit/delete/export knowledge and disable its use; disabling does not erase saved entries. Sources: mistral-vibe:mistral-vibe:m-memory-20261026.
- admin_memory_controls — Can admins turn memory off? [supported]: Admins can disable Knowledge and constrain sensitive-data saving at organization/Workspace scope. Sources: mistral-vibe:mistral-vibe:m-memory-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-instructions-20261026, mistral-vibe:mistral-vibe:m-projects-20261026, mistral-vibe:mistral-vibe:m-memory-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

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

## 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.

#### Mistral Vibe

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

Skills are the current reusable Work configuration; legacy Chat Agents remain migration-scoped.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration, Legacy Vibe Chat during enterprise migration; version=not specified; plan=Team/Enterprise Work Skills; legacy Chat Agents only during migration; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- creator_permissions: Admins govern Skills/features and may force-enable Workspace Skills; a separate per-user creator-role restriction was not fully verified.

- create_assistants — Can users create assistants with instructions, knowledge and tools? [supported]: Work users create reusable Skills with instructions/resources. Legacy Chat Agents additionally bind instructions, tools and Libraries during migration. Sources: mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:m-legacy-agents-20261026.
- creator_permissions — Can admins limit who creates them? [partial]: Admins govern Skills/features and may force-enable Workspace Skills; a separate per-user creator-role restriction was not fully verified. Sources: mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026.
- sharing_scope — Can assistants be shared with users, groups or everyone? [supported]: Skills can be personal or published to a Workspace; legacy Agents have individual/group/organization sharing. Sources: mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:m-legacy-agents-20261026.
- catalogue — Is there an internal assistant directory? [supported]: The Skills interface distinguishes built-in, personal and Workspace Skills; Studio-published resources can appear in Work. Sources: mistral-vibe:mistral-vibe:m-skills-20261026.
- prompt_library — Are shared prompt templates available? [supported]: Built-in Skills include research, extraction and onboarding, and custom Skills can encode reusable methods/templates. Sources: mistral-vibe:mistral-vibe:m-skills-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:m-legacy-agents-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Work provides native tools, custom remote MCP and explicit action controls.

Availability: beta
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise hosted Work; connectors/custom MCP beta; Studio workflow execution separately metered; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

- builtin_tools — Which tools are built in? [supported]: Tools include web/Open URL, Libraries, paid Code Interpreter, Canvas, image generation, Skills and connectors. Sources: mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:m-web-20261026, mistral-vibe:mistral-vibe:m-interpreter-20261026.
- custom_actions — Can admins add API actions? [supported]: Admins can add customer MCP tools; Studio developers can publish deterministic Workflows as callable assistants. Sources: mistral-vibe:mistral-vibe:m-mcp-20261026, mistral-vibe:mistral-vibe:m-workflows-20261026.
- mcp_client — Can it use remote MCP servers, and with what admin control? [supported]: Custom HTTPS MCP servers support auto-detected no-auth, Bearer/Basic or OAuth 2.1 authentication and require administrator setup. Sources: mistral-vibe:mistral-vibe:m-mcp-20261026.
- tool_auth — Do tools act as the user or as a shared account? [supported]: Featured tools use personal OAuth, with separate organization-level GitHub/Slack bot routes and MCP credentials. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-admincon-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026.
- tool_approval — Can admins approve or block tools, and can users confirm actions before they run? [supported]: Writes pause for Continue, Always allow or Decline; users can preauthorize a function, while admins can block/restrict tools. Sources: mistral-vibe:mistral-vibe:m-safety-20261026, mistral-vibe:mistral-vibe:m-admincon-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:m-web-20261026, mistral-vibe:mistral-vibe:m-interpreter-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026, mistral-vibe:mistral-vibe:m-workflows-20261026, mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-admincon-20261026, mistral-vibe:mistral-vibe:m-safety-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

#### Mistral Vibe

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

Live web search and a Deep Research Skill produce linked sources; exact search processing regions remain unspecified.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Migrated Team/Enterprise Work web search and Deep Research Skill; limits by plan; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- search_provider: AFP/AP supply news results. The general web-search backend and its query-processing region were not established.
- deep_research: Deep Research is available as a Work Skill producing multi-source cited reports; exact plan limits need the pricing/account scope.

- web_search — Is web search available? [supported]: Web search and Open URL retrieve current public information; login/paywalled pages have documented limitations. Sources: mistral-vibe:mistral-vibe:m-web-20261026.
- admin_toggle — Can admins disable it per organisation or group? [supported]: Admins can disable Web Search and Deep Research per Workspace; group access can be assigned through Workspace membership. Sources: mistral-vibe:mistral-vibe:m-adminvibe-20261026, mistral-vibe:mistral-vibe:m-groups-20261026.
- search_provider — Which search provider handles queries, and where? [partial]: AFP/AP supply news results. The general web-search backend and its query-processing region were not established. Sources: mistral-vibe:mistral-vibe:m-web-20261026.
- deep_research — Is multi-step research with a report available? [partial]: Deep Research is available as a Work Skill producing multi-source cited reports; exact plan limits need the pricing/account scope. Sources: mistral-vibe:mistral-vibe:m-web-20261026, mistral-vibe:mistral-vibe:m-skills-20261026.
- web_citations — Are web sources cited? [supported]: Web responses provide inline references and a Sources panel. Sources: mistral-vibe:mistral-vibe:m-web-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-web-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026, mistral-vibe:mistral-vibe:m-groups-20261026, mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026

#### T3 Chat

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

#### Mistral Vibe

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

Studio developers publish Workflows for Work use, with tier entitlement unspecified; time-based Work scheduling is public preview.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise Work scheduling and workflow selection; Studio construction/hosting needs its own paid API or Enterprise entitlement; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Time-based scheduling remains public preview. Studio workflow creation/hosting needs a separately eligible service plan; current scheduling is not event-triggered.

- workflow_builder — Is there a workflow or chain builder? [supported]: Work does not build deterministic Workflows itself; Studio developers build and publish them for explicit selection in Work. Sources: mistral-vibe:mistral-vibe:m-workflows-20261026.
- scheduled_tasks — Can prompts or assistants run on a schedule? [supported]: Public-preview schedules run once/daily/weekly/monthly/yearly; Free advertises up to five and paid plans fair-use conditions. Sources: mistral-vibe:mistral-vibe:m-schedule-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026.
- event_triggers — Can external events start a workflow? [unsupported]: The scheduling guide states triggers are time-based for now; event triggers are prospective, without a dated commitment. Sources: mistral-vibe:mistral-vibe:m-schedule-20261026.
- builder_audience — Is building aimed at business users, IT or developers? [supported]: Studio workflow construction targets developers; ordinary Work users select published workflows and schedule prompts. Sources: mistral-vibe:mistral-vibe:m-workflows-20261026, mistral-vibe:mistral-vibe:m-schedule-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-workflows-20261026, mistral-vibe:mistral-vibe:m-schedule-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Work is documented as a supervised multi-step agent with task progress and optional preauthorization.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise migrated Work agent execution and plan-included connectors; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- agent_mode: Work decomposes tasks and calls connectors/tools; no fixture execution or intervention count was observed.

- agent_mode — Is there an agent mode for multi-step tasks? [partial]: Work decomposes tasks and calls connectors/tools; no fixture execution or intervention count was observed. Sources: mistral-vibe:mistral-vibe:m-safety-20261026.
- visible_steps — Are steps and tool calls shown? [supported]: Longer tasks show todos, reasoning summaries and expandable tool inputs/outputs/status. Sources: mistral-vibe:mistral-vibe:m-safety-20261026.
- side_effect_confirmation — Must the user confirm actions with side effects? [supported]: External create/update/send/delete actions request approval unless the user has Always allow enabled for that function. Sources: mistral-vibe:mistral-vibe:m-safety-20261026.
- stop_control — Can the user stop a running task? [supported]: A stop button can interrupt work, but the guide warns that already-submitted external effects cannot be guaranteed stopped or undone. Sources: mistral-vibe:mistral-vibe:m-safety-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-safety-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Studio/administration APIs are separate from the end-user Work chat; legacy Chat Agents explicitly lack API invocation.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: knowledge_api, mcp_server.

- chat_api — Is there an API for chat and assistants? [partial]: Legacy Chat-created Agents cannot be called programmatically; developers create separate Studio/API agents. A full hosted Work conversation API was not established. Sources: mistral-vibe:mistral-vibe:m-legacy-agents.
- knowledge_api — Can documents be loaded through an API? [unknown]: Unknown. Studio/library APIs were not comprehensively retrieved to establish full Work knowledge ingestion/ACL parity.
- api_governance — Do audit, budgets and model rules apply to API use? [partial]: Enterprise Admin APIs expose usage, groups and limits; parity with every Work tool/retention/permission policy was not tested. Sources: mistral-vibe:mistral-vibe:m-usage-api, mistral-vibe:mistral-vibe:m-provision.
- mcp_server — Does the product expose itself to other agents over MCP? [unknown]: Unknown. Work is documented as an MCP client; a supported Work-as-MCP-server interface was not established.

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

Sources: mistral-vibe:mistral-vibe:m-legacy-agents, mistral-vibe:mistral-vibe:m-usage-api, mistral-vibe:mistral-vibe:m-provision

#### T3 Chat

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

#### Mistral Vibe

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

Hosted Vibe is available on web and mobile; developer IDE/CLI routes have a different audience.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration, Vibe iOS/Android apps; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: desktop_apps, browser_extension, managed_deployment, client_feature_gaps.

- web — Is a full web client available? [supported]: The product and pricing pages list the hosted web app. Sources: mistral-vibe:mistral-vibe:m-home, mistral-vibe:mistral-vibe:m-pricing.
- desktop_apps — Windows and macOS apps? [unknown]: Unknown. No standalone general-work Windows/macOS app was verified; CLI/IDE coding clients are recorded separately.
- mobile_apps — iOS and Android apps with SSO? [partial]: iOS and Android apps are linked in the voice guide; company-SSO mobile behavior was not verified. Sources: mistral-vibe:mistral-vibe:m-voice.
- browser_extension — Is there a browser extension or sidebar? [unknown]: Unknown. Vibe Code IDE extensions are documented, but a general browser extension/sidebar was not established.
- managed_deployment — Can IT deploy and configure clients through MDM? [unknown]: Unknown. No MDM/Intune package and managed configuration contract was retrieved.
- client_feature_gaps — Which features are missing on mobile? [unknown]: Unknown. No complete mobile/web parity matrix or mobile Enterprise SSO fixture was obtained.

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

Sources: mistral-vibe:mistral-vibe:m-home, mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-voice

#### T3 Chat

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

#### Mistral Vibe

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

Work accesses Outlook and Google services through connectors; embedded Office, Outlook or Teams add-ins remain unverified.

Availability: unknown
Delivery: unknown
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise hosted Work with beta connectors; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Source-account and connector route dependent; os=not specified.

Limitations:
- word_excel_powerpoint: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.
- outlook: The featured Outlook connector reads/sends email and the Outlook Calendar connector manages events from Work. This does not establish an embedded Outlook add-in.
- teams: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.
- google_workspace_apps: Featured Gmail and Google Calendar tools act from Work. A Google Drive task example is documented; embedded Gmail/Docs/Sheets add-ons were not established.
- licence_prerequisites: Featured connectors require an authorized source account and OAuth consent; custom remote MCP configuration requires an administrator. The complete source licence and tenant-admin consent matrix was not established.

- word_excel_powerpoint — Does it work inside Word, Excel and PowerPoint? [unknown]: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.
- outlook — Does it work inside Outlook? [partial]: The featured Outlook connector reads/sends email and the Outlook Calendar connector manages events from Work. This does not establish an embedded Outlook add-in. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026.
- teams — Is there a Teams app or bot? [unknown]: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.
- google_workspace_apps — Does it work inside Docs, Sheets or Gmail? [partial]: Featured Gmail and Google Calendar tools act from Work. A Google Drive task example is documented; embedded Gmail/Docs/Sheets add-ons were not established. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026.
- licence_prerequisites — Which licences or consents are needed? [partial]: Featured connectors require an authorized source account and OAuth consent; custom remote MCP configuration requires an administrator. The complete source licence and tenant-admin consent matrix was not established. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Canvas supports instructed translation and rewriting; dedicated layout-preserving translation/glossary behavior remains untested.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: document_translation, translation_engine, glossaries, formality_and_variants.

- document_translation — Can whole documents be translated with formatting kept? [unknown]: Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.
- translation_engine — Which engine translates? [unknown]: Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.
- glossaries — Are company glossaries supported? [unknown]: Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.
- formality_and_variants — Can formality and regional variants (de-CH) be set? [unknown]: Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.
- writing_tools — Are dedicated rewrite and proofreading tools available? [supported]: Canvas offers inline rewrite/translate requests, direct edits and revisions; custom instructions set tone/style. Sources: mistral-vibe:mistral-vibe:m-files, mistral-vibe:mistral-vibe:m-instructions.

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

Sources: mistral-vibe:mistral-vibe:m-files, mistral-vibe:mistral-vibe:m-instructions

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Work generates and edits images using Black Forest Labs, with Workspace controls and plan limits.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- image_generation: The Work guide names Black Forest Labs as image provider; the exact current model revision was not established.
- usage_terms: Commercial terms define generated-output rights subject to third-party content and usage restrictions; a model-specific image licence review was not completed.

- image_generation — Can users generate images, with which models? [partial]: The Work guide names Black Forest Labs as image provider; the exact current model revision was not established. Sources: mistral-vibe:mistral-vibe:m-image-20261026.
- image_editing — Can users edit uploaded images? [supported]: Users can refine generated images or upload an existing image and request changes. Sources: mistral-vibe:mistral-vibe:m-image-20261026.
- admin_control — Can admins restrict image generation? [supported]: Administrators can disable Image Generation per Workspace. Sources: mistral-vibe:mistral-vibe:m-adminvibe-20261026.
- usage_terms — What usage rights apply to output? [partial]: Commercial terms define generated-output rights subject to third-party content and usage restrictions; a model-specific image licence review was not completed. Sources: mistral-vibe:mistral-vibe:m-commercial-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-image-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026, mistral-vibe:mistral-vibe:m-commercial-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Voice transcription and uploaded meeting analysis are documented; live voice and Swiss German performance remain open.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration, Vibe iOS/Android apps; version=not specified; plan=All plans for dictation, explicitly stated by the Work voice guide; uploaded-meeting analysis unspecified plan; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: read_aloud, voice_conversation, swiss_german_speech.
- The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed.

- dictation — Can users dictate prompts? [supported]: Web and iOS/Android voice transcribes a prompt for review or autosend; DE/FR/IT are listed languages. Sources: mistral-vibe:mistral-vibe:m-voice, mistral-vibe:mistral-vibe:m-voice-entitlement-correction.
- read_aloud — Can answers be read aloud? [unknown]: Unknown. A supported end-user answer read-aloud control was not established in the retrieved Work voice guide.
- voice_conversation — Is a live voice mode available? [unknown]: Unknown. The voice guide has a conversation-mode heading but does not provide sufficient behavior/plan detail to establish live bidirectional voice.
- meeting_summaries — Are meetings transcribed and summarised? [partial]: Uploaded recordings can be transcribed and summarized with action items; a live meeting-bot integration was not established. Sources: mistral-vibe:mistral-vibe:m-files.
- swiss_german_speech — Is Swiss German speech recognised? [unknown]: Unknown. No de-CH/Swiss German transcription evidence or fixture was obtained.

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

Sources: mistral-vibe:mistral-vibe:m-voice, mistral-vibe:mistral-vibe:m-files, mistral-vibe:mistral-vibe:m-voice-entitlement-correction

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Paid Work executes code, charts data and generates editable spreadsheet/slide artifacts.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Hosted paid-plan documentation does not establish equivalent behavior in every private Enterprise deployment.

- data_analysis — Can it analyse spreadsheets with executed code? [partial]: Code Interpreter executes Python/TypeScript in an isolated no-internet sandbox; workbook accuracy was not tested. Sources: mistral-vibe:mistral-vibe:m-interpreter.
- charts — Can it produce charts? [supported]: The interpreter supports matplotlib/TypeScript charts from user data. Sources: mistral-vibe:mistral-vibe:m-interpreter.
- office_file_output — Can it create Word, Excel or PowerPoint files? [partial]: Paid spreadsheets export XLSX and Canvas exports PowerPoint and tables; DOCX generation was not fully verified. Sources: mistral-vibe:mistral-vibe:m-sheets, mistral-vibe:mistral-vibe:m-files.
- canvas_editing — Is there a document or canvas editor for iterating on output? [supported]: Canvas supports direct edits, inline AI requests, version navigation and file exports. Sources: mistral-vibe:mistral-vibe:m-files.

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

Sources: mistral-vibe:mistral-vibe:m-interpreter, mistral-vibe:mistral-vibe:m-sheets, mistral-vibe:mistral-vibe:m-files

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Workspaces and Projects scope context; share links are output snapshots, with recipient source-access behavior still untested.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- team_spaces: Workspaces scope conversations/resources and access; Projects group task context. Collaborative project membership was not fully established.
- group_chat: No simultaneous multi-person chat-with-AI workflow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.
- share_permission_boundary: No two-recipient sharing fixture established whether a shared output reveals content the recipient lacks in source systems. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.

- share_chats — Can chats be shared inside the organisation? [supported]: Canvas documentation describes sharing the full chat including Canvas content. Sources: mistral-vibe:mistral-vibe:m-files-20261026.
- team_spaces — Are shared projects or workspaces available? [partial]: Workspaces scope conversations/resources and access; Projects group task context. Collaborative project membership was not fully established. Sources: mistral-vibe:mistral-vibe:m-workspace-20261026, mistral-vibe:mistral-vibe:m-projects-20261026.
- group_chat — Can several people chat together with the AI? [unknown]: No simultaneous multi-person chat-with-AI workflow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.
- share_permission_boundary — Does sharing respect the recipient's access to sources? [unknown]: No two-recipient sharing fixture established whether a shared output reveals content the recipient lacks in source systems. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:m-workspace-20261026, mistral-vibe:mistral-vibe:m-projects-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

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

#### T3 Chat

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

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

## 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.

#### Mistral Vibe

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

Enterprise organization SSO is SAML 2.0 with verified domains and first-login provisioning.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- mfa: Individual accounts can enable TOTP two-factor authentication and generate recovery codes. A mandatory organization-wide policy or IdP enforcement matrix was not established.
- conditional_access: No Entra conditional-access compatibility test or precise policy guarantee was retrieved. Search on 2026-10-26: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md, https://mistral.ai/pricing/, https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md. No additional scoped evidence established this answer.

- sso_protocols — Which SSO protocols and identity providers work? [supported]: Enterprise organization SSO supports SAML 2.0 identity providers; the guide explicitly says OIDC is not supported for organization SSO. Sources: mistral-vibe:mistral-vibe:m-sso-20261026.
- sso_plan — Which plan includes SSO? [supported]: SAML SSO requires Enterprise; domain verification is listed on Team. Sources: mistral-vibe:mistral-vibe:m-sso-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026.
- mfa — Can MFA be enforced? [partial]: Individual accounts can enable TOTP two-factor authentication and generate recovery codes. A mandatory organization-wide policy or IdP enforcement matrix was not established. Sources: mistral-vibe:mistral-vibe:account-mfa-20261026.
- conditional_access — Do Entra conditional-access policies apply? [unknown]: No Entra conditional-access compatibility test or precise policy guarantee was retrieved. Search on 2026-10-26: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md, https://mistral.ai/pricing/, https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md. No additional scoped evidence established this answer.
- domain_capture — Can the company claim its email domain? [supported]: A matching verified-domain email routes to the configured IdP, with first-sign-in organization provisioning. Sources: mistral-vibe:mistral-vibe:m-sso-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-sso-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:account-mfa-20261026

#### T3 Chat

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

#### Mistral Vibe

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

JIT seats, user/group administration and external identity sync are documented; leaver data outcomes remain untested.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- The partial atomic answers state their documentation or verification limits.

- scim — Is SCIM provisioning supported? [partial]: The groups guide recognizes SCIM-managed identities/groups, but a complete supported SCIM setup/plan matrix was not retrieved. Sources: mistral-vibe:mistral-vibe:m-groups.
- group_sync — Are identity-provider groups synced? [partial]: Externally managed group fields are controlled by the IdP and updated on sync; delay was not verified. Sources: mistral-vibe:mistral-vibe:m-groups.
- jit_provisioning — Are users created at first login? [supported]: Enterprise SAML first login provisions users and can assign available product seats automatically. Sources: mistral-vibe:mistral-vibe:m-sso.
- deprovisioning — What happens to a removed user's data and shared assets? [partial]: User removal revokes organization/Workspace permissions. Content ownership transfer and deletion were not tested. Sources: mistral-vibe:mistral-vibe:m-users, mistral-vibe:mistral-vibe:m-provision.
- seat_assignment — Can admins assign and reclaim seats? [supported]: Admins assign/reclaim Vibe/product seats in member subscription settings. Sources: mistral-vibe:mistral-vibe:m-users.

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

Sources: mistral-vibe:mistral-vibe:m-groups, mistral-vibe:mistral-vibe:m-sso, mistral-vibe:mistral-vibe:m-users, mistral-vibe:mistral-vibe:m-provision

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

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

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Enterprise usage APIs expose user/agent activity and billing metrics; anonymized reporting controls remain unknown.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Enterprise Admin API activity export; Team/Enterprise Workspace UI as documented; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- adoption_dashboard: The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified.
- breakdowns: Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established.
- privacy_modes: A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.

- adoption_dashboard — Is there an adoption dashboard? [partial]: The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified. Sources: mistral-vibe:mistral-vibe:m-usage-api-20261026.
- breakdowns — Can usage be broken down by group, model, feature and assistant? [partial]: Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established. Sources: mistral-vibe:mistral-vibe:m-usage-api-20261026, mistral-vibe:mistral-vibe:m-limits-20261026.
- export — Can usage data be exported? [supported]: Enterprise usage endpoints return machine-readable metrics with an Admin API key; access requires separately enabled Enterprise administration. Sources: mistral-vibe:mistral-vibe:m-usage-api-20261026.
- privacy_modes — Can per-person reporting be limited or pseudonymised? [unknown]: A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-usage-api-20261026, mistral-vibe:mistral-vibe:m-limits-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Workspace and organization spending caps are documented, with explicit API suspension behavior and incomplete Vibe UI enforcement detail.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise Workspace usage and limits; API cap behavior does not establish a Work-chat hard stop; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- cost_visibility: Workspace usage shows month-to-date spend, token/model and capability usage; per-person complete cost allocation was not established.
- budget_enforcement: Unknown for hosted Vibe Work. The guide specifies API suspension at the cap, which does not establish Work chat enforcement; no Work budget-stop fixture was run. Search on 2026-10-26: https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://docs.mistral.ai/admin/billing-usage/billing.md, https://docs.mistral.ai/admin/admin-api/usage-metrics.md. No additional scoped evidence established this answer.
- chargeback: Enterprise usage APIs provide billing/Workspace data for allocation; a native cost-centre export schema was not established.

- cost_visibility — Can admins see cost or consumption per user and group? [partial]: Workspace usage shows month-to-date spend, token/model and capability usage; per-person complete cost allocation was not established. Sources: mistral-vibe:mistral-vibe:m-limits-20261026.
- budgets — Can budgets be set per user or group? [supported]: Admins can set Workspace monthly spending limits bounded by the organization cap; defaults have no Workspace cap. Sources: mistral-vibe:mistral-vibe:m-limits-20261026, mistral-vibe:mistral-vibe:m-billing-20261026.
- budget_enforcement — Does reaching a budget alert, block or downgrade? [unknown]: Unknown for hosted Vibe Work. The guide specifies API suspension at the cap, which does not establish Work chat enforcement; no Work budget-stop fixture was run. Search on 2026-10-26: https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://docs.mistral.ai/admin/billing-usage/billing.md, https://docs.mistral.ai/admin/admin-api/usage-metrics.md. No additional scoped evidence established this answer.
- chargeback — Can costs be exported per cost centre? [partial]: Enterprise usage APIs provide billing/Workspace data for allocation; a native cost-centre export schema was not established. Sources: mistral-vibe:mistral-vibe:m-usage-api-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-limits-20261026, mistral-vibe:mistral-vibe:m-billing-20261026, mistral-vibe:mistral-vibe:m-usage-api-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

#### Mistral Vibe

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

Enterprise event logs have a defined event taxonomy but no verified retention/integrity model; the overview explicitly excludes export.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: content_logging, ediscovery, log_retention.

- admin_events — Are admin and security events logged? [supported]: Enterprise automatically records authentication, user/role changes, API-key and organization/Workspace events plus conversation lifecycle events. Sources: mistral-vibe:mistral-vibe:m-audit, mistral-vibe:mistral-vibe:m-audit-ref.
- content_logging — Can prompts and answers be retained for compliance, and is it configurable? [unknown]: Unknown. Conversation tracing exists, but exact prompt/response compliance capture and integrity configuration were not verified.
- siem_export — Can logs stream to a SIEM or be exported? [unsupported]: The audit overview explicitly says log export is not supported; no SIEM streaming route was verified. Sources: mistral-vibe:mistral-vibe:m-audit.
- ediscovery — Are eDiscovery and legal hold supported? [unknown]: Unknown. A legal-hold/eDiscovery feature was not established.
- log_retention — How long are logs kept? [unknown]: Unknown. The public event guide/reference does not establish a current retention duration and tamper-resistance model.

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

Sources: mistral-vibe:mistral-vibe:m-audit, mistral-vibe:mistral-vibe:m-audit-ref

#### T3 Chat

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

#### Mistral Vibe

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

Knowledge Base has sensitive-memory controls; general pre-model PII/DLP redaction remains unverified.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Migrated Team/Enterprise Knowledge Base public preview; sensitive-memory policy only; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- pii_detection: Knowledge Base documents exclusions for government IDs, banking details and credentials; this is memory storage policy rather than tested prompt/file PII screening.
- pii_action: Admins can prevent sensitive knowledge saving; whole-prompt redaction/masking/blocking before model inference was not established.
- custom_patterns: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.
- dlp_integration: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.
- filter_location: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.

- pii_detection — Is personal data detected in prompts and files? [partial]: Knowledge Base documents exclusions for government IDs, banking details and credentials; this is memory storage policy rather than tested prompt/file PII screening. Sources: mistral-vibe:mistral-vibe:m-memory-20261026.
- pii_action — Is it redacted, masked, blocked or only warned? [partial]: Admins can prevent sensitive knowledge saving; whole-prompt redaction/masking/blocking before model inference was not established. Sources: mistral-vibe:mistral-vibe:m-memory-20261026.
- custom_patterns — Can admins add custom patterns or terms? [unknown]: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.
- dlp_integration — Does it integrate with an existing DLP product? [unknown]: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.
- filter_location — Where does filtering run? [unknown]: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-memory-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

Admins can force-enable Skills and disable tools; global policy acknowledgements and enforced topical controls need verification.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise Work Skills and Workspace settings; no global policy-acceptance entitlement established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- org_instructions: Admins may force-enable Workspace Skills with reusable instructions. Model compliance with instructions is not an independently enforced boundary.
- usage_notice: No mandatory company acceptable-use acknowledgement flow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.
- content_filters: Images may be safety-filtered, but an administrator-configurable organization-wide content-filter matrix was not established.
- violation_reporting: No central policy-hit reporting feature was established from audit/tracing docs. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.

- org_instructions — Can admins set organisation-wide instructions? [partial]: Admins may force-enable Workspace Skills with reusable instructions. Model compliance with instructions is not an independently enforced boundary. Sources: mistral-vibe:mistral-vibe:m-skills-20261026.
- usage_notice — Can users be required to accept a usage policy? [unknown]: No mandatory company acceptable-use acknowledgement flow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.
- content_filters — Are content filters configurable? [partial]: Images may be safety-filtered, but an administrator-configurable organization-wide content-filter matrix was not established. Sources: mistral-vibe:mistral-vibe:m-image-20261026.
- violation_reporting — Are policy hits visible to admins? [unknown]: No central policy-hit reporting feature was established from audit/tracing docs. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:m-image-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

#### Mistral Vibe

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

Mistral states EU hosting by default with feature-specific foreign transfers; private Enterprise locations are contract-scoped.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: backups_logs_region, support_access_region, swiss_hosting.

- storage_region — Where are chats, files and indexes stored? [partial]: The official help article states EU default hosting, and Libraries say European cloud storage; exact countries/backups were not established. Sources: mistral-vibe:mistral-vibe:m-location, mistral-vibe:mistral-vibe:m-libraries.
- inference_region — Where do model calls run, per provider? [partial]: The help article warns feature data may temporarily leave the EU; exact chat/image/search/provider inference regions were not fully established. Sources: mistral-vibe:mistral-vibe:m-location.
- backups_logs_region — Where are backups, logs and telemetry? [unknown]: Unknown. A complete backup/log/telemetry regional map was not obtained.
- support_access_region — From where can vendor staff access data? [unknown]: Unknown. Default EU hosting does not establish a European-only staff access rule; no such boundary was verified.
- swiss_hosting — Is Swiss hosting available? [unknown]: Unknown. No named Swiss managed-hosting region or offer was established.
- residency_plan — Which plan or option provides residency? [partial]: Enterprise can disable some transfer-triggering features and is offered private/on-prem deployment; exact location guarantees require its order. Sources: mistral-vibe:mistral-vibe:m-location, mistral-vibe:mistral-vibe:m-home.

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

Sources: mistral-vibe:mistral-vibe:m-location, mistral-vibe:mistral-vibe:m-libraries, mistral-vibe:mistral-vibe:m-home

#### T3 Chat

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

#### Mistral Vibe

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

Enterprise explicitly offers private cloud and on-premise Vibe; deployment thresholds and hosted/private parity are not public in the inspected sources.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration, Enterprise private Vibe deployment; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=not specified; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: air_gapped, mode_feature_gaps.

- multi_tenant_saas — Is a shared SaaS offered? [supported]: Self-serve Free/Pro/Team use hosted Vibe; Enterprise may also use Mistral Cloud. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-home.
- dedicated_instance — Is a dedicated single-tenant instance offered, from what size? [partial]: Enterprise markets private deployments, but a distinct single-tenant SaaS configuration and seat threshold were not established. Sources: mistral-vibe:mistral-vibe:m-pricing.
- customer_cloud — Can it run in the customer's own cloud account, from what size? [partial]: The product FAQ offers Enterprise private-cloud deployment; operator, supported clouds and minimum size were not established. Sources: mistral-vibe:mistral-vibe:m-home.
- on_premise — Can the whole platform run on customer infrastructure, from what size? [partial]: Enterprise on-premise deployment is explicitly offered, with no public seat threshold in the retrieved page. Sources: mistral-vibe:mistral-vibe:m-home.
- air_gapped — Can it run without internet access? [unknown]: Unknown. The coding CLI supports offline operation, but whole-platform air-gapped Vibe Work was not established.
- mode_feature_gaps — Which features are missing outside SaaS? [unknown]: Unknown. No supported feature/connector/model parity matrix or operating responsibility for private deployments was obtained.

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

Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-home

#### T3 Chat

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

#### Mistral Vibe

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

Enterprise general-content opt-out and Team/Enterprise voice opt-out are separately documented. Team general-chat training defaults remain unknown; Work/Chat has no ZDR entitlement.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Enterprise for the general-content training default; Team voice only where explicitly stated; Team general-content default unknown; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: provider_retention, human_review.
- The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed.
- The Team voice rule is not generalized to text, files, Libraries or Knowledge Base. Their default remains a gap rather than an inferred no-training promise.

- vendor_training — Does the vendor train on customer content? [partial]: Enterprise is opted out by default, subject to the commercial opt-in, feedback, order and Labs/Preview exceptions. The voice guide separately excludes Team/Enterprise voice messages by default; that does not establish Team text/file defaults. Team admins can disable training, but the general-content default remains unknown. Sources: mistral-vibe:mistral-vibe:m-commercial, mistral-vibe:mistral-vibe:m-training, mistral-vibe:mistral-vibe:m-optout, mistral-vibe:mistral-vibe:m-voice-entitlement-correction.
- provider_training — Do model providers train on it under this product's contracts? [partial]: Featured connector source content is described as excluded from training, while conversations using it follow plan policies; third-party image/MCP terms need separate review. Sources: mistral-vibe:mistral-vibe:m-connectors.
- provider_retention — How long do model providers keep prompts, including for abuse monitoring? [unknown]: Unknown. The API default 30-day abuse window is not assumed to cover every hosted Work tool/provider; a full provider matrix was not obtained.
- zero_retention — Is zero data retention available, and on which plan? [unsupported]: The ZDR guide explicitly excludes Vibe Work and Chat, Libraries, agents and conversations. Approved stateless API/CLI routes are separate. Sources: mistral-vibe:mistral-vibe:m-zdr.
- human_review — Can provider staff review content? [unknown]: Unknown. Complete plan/provider-specific human content review conditions were not established.

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

Sources: mistral-vibe:mistral-vibe:m-commercial, mistral-vibe:mistral-vibe:m-training, mistral-vibe:mistral-vibe:m-optout, mistral-vibe:mistral-vibe:m-connectors, mistral-vibe:mistral-vibe:m-zdr, mistral-vibe:mistral-vibe:m-voice-entitlement-correction

#### T3 Chat

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

#### Mistral Vibe

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

Admins can set Workspace chat retention and users delete content, with legal/backend retention exceptions.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise hosted Work under commercial DPA; Workspace retention configuration documented separately; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- default_retention: Library content persists while the Library/account is active; hosted chat is retained for history, but an exact universal default chat/log term was not established.

- default_retention — What is retained and for how long by default? [partial]: Library content persists while the Library/account is active; hosted chat is retained for history, but an exact universal default chat/log term was not established. Sources: mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:m-delete-20261026.
- admin_retention — Can admins set retention periods? [supported]: Workspace chat/artifact retention can be 30, 90, 180 or 365 days, or never, subject to organization restrictions. Sources: mistral-vibe:mistral-vibe:m-adminvibe-20261026.
- user_deletion — Can users delete their chats and files permanently? [supported]: Users can delete chats/Libraries/knowledge; user-visible chat removal does not promise immediate purge of backend/legal copies. Sources: mistral-vibe:mistral-vibe:m-delete-20261026, mistral-vibe:mistral-vibe:m-libraries-20261026.
- contract_end_deletion — What is deleted at contract end, and when? [supported]: DPA section 10 provides return/deletion under its policies and says personal data is inaccessible after 30 days following product-access termination; legal records may persist. Sources: mistral-vibe:mistral-vibe:m-dpa-20261026, mistral-vibe:mistral-vibe:m-retention-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:m-delete-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026, mistral-vibe:mistral-vibe:m-dpa-20261026, mistral-vibe:mistral-vibe:m-retention-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

#### Mistral Vibe

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

Mistral contracts under a French entity and uses contractual transfer safeguards; the complete current subprocessor table was not readable.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- subprocessor_list: The Trust Center/subprocessors endpoint returned a client-rendered non-substantive page; a dated complete list was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.
- subprocessor_countries: Foreign feature transfers are acknowledged, but the complete provider/country mapping was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.
- transfer_mechanism: The location help describes GDPR Article 46 safeguards/SCCs for non-adequate-country providers; complete Swiss-specific adaptations were not verified.
- government_access_policy: DPA section 3.1 requires notice of legally required processing unless notification is prohibited or an important public-interest ground applies. A complete public law-enforcement request/transparency policy was not established.

- subprocessor_list — Is a dated sub-processor list published? [unknown]: The Trust Center/subprocessors endpoint returned a client-rendered non-substantive page; a dated complete list was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.
- subprocessor_countries — Which countries do sub-processors operate in? [unknown]: Foreign feature transfers are acknowledged, but the complete provider/country mapping was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.
- change_notification — Are customers notified of sub-processor changes? [supported]: DPA provides reasonable prior subprocessor-change notice and a 10-day written objection window on data-protection grounds. Sources: mistral-vibe:mistral-vibe:m-dpa-20261026.
- parent_jurisdiction — Which jurisdiction governs the vendor and its parent? [supported]: Commercial terms name Mistral AI, a French corporation in Paris, or an order-specified affiliate. No ownership change was established. Sources: mistral-vibe:mistral-vibe:m-commercial-20261026.
- transfer_mechanism — Which transfer mechanism applies to non-EU/CH processing? [partial]: The location help describes GDPR Article 46 safeguards/SCCs for non-adequate-country providers; complete Swiss-specific adaptations were not verified. Sources: mistral-vibe:mistral-vibe:m-location-20261026, mistral-vibe:mistral-vibe:m-dpa-20261026.
- government_access_policy — Is there a published government-access or transparency policy? [partial]: DPA section 3.1 requires notice of legally required processing unless notification is prohibited or an important public-interest ground applies. A complete public law-enforcement request/transparency policy was not established. Sources: mistral-vibe:mistral-vibe:m-dpa-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-dpa-20261026, mistral-vibe:mistral-vibe:m-commercial-20261026, mistral-vibe:mistral-vibe:m-location-20261026

#### T3 Chat

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

#### Mistral Vibe

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

A public commercial DPA and France/Paris governing-law clause exist; Swiss secrecy and sector assurances remain unverified.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: ai_act_materials, sector_materials.

- dpa — Is a DPA available, and is it negotiable? [partial]: A public Data Processing Addendum supplements commercial terms. Negotiability/offline execution was not verified. Sources: mistral-vibe:mistral-vibe:m-dpa.
- revdsg_gdpr — Does the DPA cover revDSG and GDPR? [partial]: The DPA explicitly defines GDPR. A specific Swiss revDSG/FADP undertaking was not identified in the inspected text. Sources: mistral-vibe:mistral-vibe:m-dpa.
- governing_law — Which law and court govern the contract? [supported]: For customers outside Americas/APAC, the commercial terms specify French law and exclusive Paris courts, subject to the applicable order. Sources: mistral-vibe:mistral-vibe:m-commercial.
- ai_act_materials — Is EU AI Act documentation provided? [unknown]: Unknown. No Vibe-specific EU AI Act provider/deployer document pack was obtained.
- sector_materials — Are FINMA or other sector materials provided? [unknown]: Unknown. No FINMA, banking-secrecy or scoped sector-contract package was obtained; generic confidentiality is not professional secrecy.

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

Sources: mistral-vibe:mistral-vibe:m-dpa, mistral-vibe:mistral-vibe:m-commercial

#### T3 Chat

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

#### Mistral Vibe

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

SOC 2 II and ISO 27001/27701 are vendor claims until reports, entity scope and validity are inspected.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: c5, pentest.

- iso_27001 — ISO 27001 with scope and validity? [partial]: Mistral claims ISO 27001; certificate issuer, exact product/entity scope and validity were not retrieved. Sources: mistral-vibe:mistral-vibe:m-cert.
- soc2 — SOC 2 type, period and covered service? [partial]: Mistral claims SOC 2 Type II; audit period and scoped report were not inspected. Sources: mistral-vibe:mistral-vibe:m-cert.
- c5 — BSI C5 attestation? [unknown]: Unknown. No current product-scoped C5 attestation was retrieved.
- other_certifications — Which other certificates (27701, 42001, TISAX)? [partial]: ISO 27701 is also claimed, without an inspected certificate and validity. Sources: mistral-vibe:mistral-vibe:m-cert.
- report_access — How can customers obtain reports? [partial]: The official help directs compliance-report requests to the Trust Center, whose client-rendered reports were not accessible in this pass. Sources: mistral-vibe:mistral-vibe:m-cert.
- pentest — Are independent penetration test summaries available? [unknown]: Unknown. No independent penetration-test summary was retrieved.

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

Sources: mistral-vibe:mistral-vibe:m-cert

#### T3 Chat

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

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

### 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).

#### Mistral Vibe

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

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

#### T3 Chat

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

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

### 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.

#### Mistral Vibe

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

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

Availability: unknown
Delivery: unknown
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Work Team/Enterprise; private/partner-served support access scoped separately; add_ons=none stated; deployment_mode=not specified; region=No profession-specific DE/CH contractual scope verified; deployment/provider regions follow the other scoped claims.; os=not specified.

Limitations:
- Contract facts only; no legal suitability assessment. No profession-specific commitment or paid option inferred from generic confidentiality, hosting, encryption or no-training terms.
- Public, unauthenticated source pass only; no sales contact, NDA request or authenticated access-control test.

- secrecy_undertaking — Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: Unknown. Reviewed Mistral commercial terms, DPA, Vibe security/deployment documentation and targeted first-party searches for professional secrecy, secret professionnel, §203 and Art.321. No Vibe-specific secrecy contract template, dedicated plan/add-on or flow-down undertaking was retrieved. A DPA or no-training clause alone does not answer whether a profession-specific undertaking is signed.
- subprocessor_coverage — Does the undertaking extend to its sub-processors, and is that documented? [unknown]: Unknown. No retrieved §203/Art.321 undertaking establishes flow-down to all relevant subcontractors/model providers. General DPA confidentiality is not equivalent.
- secrecy_offering — Is it a dedicated offering or add-on, and on which plan? [unknown]: Unknown. No documented profession-specific plan, dedicated instance option or paid secrecy add-on and its entitlements/pricing were established.
- content_access — Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: DPA3.1 binds authorised Mistral personnel and subprocessors to confidentiality. Annex1 includes debugging/testing and partner-served support processing. The exact role-by-role plaintext-access matrix, private-deployment support controls and external model-provider access were not established; confidentiality is not a profession-specific undertaking. Sources: mistral-vibe:mistral-vibe:m-dpa.
- secrecy_documentation — Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: Unknown. Reviewed Mistral commercial terms, DPA, Vibe security/deployment documentation and targeted first-party searches for professional secrecy, secret professionnel, §203 and Art.321. No Vibe-specific secrecy contract template, dedicated plan/add-on or flow-down undertaking was retrieved. General data-flow/security pages are available but do not document such a secrecy offering.

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

Sources: mistral-vibe:mistral-vibe:m-dpa

#### T3 Chat

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

#### Mistral Vibe

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

The public USD page lists Team at USD 24.99/user/month and Enterprise custom. Exact Pro checkout price and API-credit allowance are not established from conflicting rendered variants.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Free / Pro / Team public pricing as rendered in USD on 2026-10-21; Enterprise quote-only; Pro checkout variants unverified; add_ons=Optional prepaid usage; private Enterprise/custom-model costs unknown; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- The partial atomic answers state their documentation or verification limits.
- The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed.
- Pro price and included-credit selection remain explicit gaps; neither rendered variant is treated as the purchased entitlement.

- pricing_unit — What is the pricing unit? [supported]: Pro is per account, Team per user/month, Enterprise custom; included usage and prepaid usage extension span named product routes. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-subscription.
- list_prices — What are list prices per plan, with date and currency? [partial]: Team is displayed at USD 24.99/user/month excluding taxes and Enterprise is custom. The Pro page mixes education/card variants and a normal-price FAQ; the applicable Pro checkout price, currency and billing selection were not verified. Sources: mistral-vibe:mistral-vibe:m-pricing.
- included_usage — What usage is included? [partial]: Team advertises up to 30 GB/user and relative allowances. A fixed Pro API-credit entitlement is unknown: the rendered card includes USD 25.5 and USD 15 monthly variants without an established selection. No Pro credit amount is credited. Sources: mistral-vibe:mistral-vibe:m-pricing.
- add_ons — Which features cost extra? [supported]: PAYG prepaid credits extend eligible usage after included allowances; Enterprise private services and custom models are separately scoped. Sources: mistral-vibe:mistral-vibe:m-billing, mistral-vibe:mistral-vibe:m-home.
- overage — What do usage beyond limits and premium models cost? [partial]: PAYG uses model/API rates for eligible routes, but no exact default Work model tariff and allowance sufficiency for the shared workload were established. Sources: mistral-vibe:mistral-vibe:m-subscription, mistral-vibe:mistral-vibe:m-pricing.

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

Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-subscription, mistral-vibe:mistral-vibe:m-billing, mistral-vibe:mistral-vibe:m-home

#### T3 Chat

Verification status: Agent cross-checked (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.

- pricing_unit — What is the pricing unit? [supported]: Evidence describes monthly individual Pro/Premier subscriptions, optional customer provider keys and cost-based included use. No organizational seat/pool contract is established. Sources: t3-chat:t3-chat:billing-change, t3-chat:t3-chat:premier, t3-chat:t3-chat:faq-usage.
- list_prices — What are list prices per plan, with date and currency? [partial]: Vendor replies confirm USD8/month paid-tier context and Premier USD50/month plus applicable tax. No checkout was completed and no business price was retrieved; dates of the undated replies are unknown. Sources: t3-chat:t3-chat:billing-change, t3-chat:t3-chat:premier, t3-chat:t3-chat:price-visibility.
- included_usage — What usage is included? [supported]: Included usage is represented by Base and Overage balances, refilling four-hourly/monthly. The FAQ’s20/200 example is not the actual plan quota and the former1500+100 message claim is not used. Sources: t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:billing-change.
- add_ons — Which features cost extra? [partial]: Customer OpenRouter/OpenAI API keys incur direct provider charges. Staff says a top-up product has not been offered since the new billing model and options are only being considered. Sources: t3-chat:t3-chat:premier, t3-chat:t3-chat:overage, t3-chat:t3-chat:byok-openai.
- overage — What do usage beyond limits and premium models cost? [partial]: The Overage bucket is a monthly included-usage bucket, not an established published dollar-per-token overage tariff. Extra usage via own keys is billed by the customer provider; current model/route tariffs are not fully mapped. Sources: t3-chat:t3-chat:faq-usage, t3-chat:t3-chat:premier.

Checked 2026-10-21; 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.

#### Mistral Vibe

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

ALM-14 shared cost assumptions v1.4, 2026-10-21: Team licence illustrations plus unknown variable/enterprise costs; no complete total is claimed.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team displayed USD rate, 12 months, excluding VAT; Enterprise quote separate; add_ons=Unknown usage extension, support/implementation; no bulk discount assumed; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Mix: 60% at 100, 30% at 400 and 10% at 1,500 messages/user/month, 330 average. Separately billed messages assume 3,000 input + 600 output tokens; no product-tariff proxy used.
- ECB 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; EUR = USD / 1.1215, CHF = EUR × 0.9237.
- These are displayed-rate Team licence illustrations; complete Enterprise/private totals remain unknown.

- cost_200 — Year-one cost at 200 users? [partial]: Team displayed-rate licence illustration: USD 59,976.00 = EUR 53,478.38 = CHF 49,397.98 for 200 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:fx-ecb.
- cost_1000 — Year-one cost at 1,000 users? [partial]: Team displayed-rate licence illustration: USD 299,880.00 = EUR 267,391.89 = CHF 246,989.88 for 1,000 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:fx-ecb.
- cost_5000 — Year-one cost at 5,000 users? [partial]: Team displayed-rate licence illustration: USD 1,499,400.00 = EUR 1,336,959.43 = CHF 1,234,949.42 for 5,000 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:fx-ecb.
- variable_share — Which part depends on usage? [partial]: Included allowance is consumed before eligible prepaid PAYG; exact Work default model/tariff, fair-use sufficiency and tool charges remain unknown. Sources: mistral-vibe:mistral-vibe:m-subscription, mistral-vibe:mistral-vibe:m-pricing.
- unknown_parts — Which costs could not be priced? [partial]: Unknown: Enterprise/private licence quote, bulk eligibility/commitment, exact included credits, separately charged Work usage at the shared mix, deployment/operations, support and implementation. No tariff proxy or discount is invented. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-subscription.

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

Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:fx-ecb, mistral-vibe:mistral-vibe:m-subscription

#### T3 Chat

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

#### Mistral Vibe

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

Free self-serve exploration exists; SAML, private deployments and gated administration cannot be assumed included.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: self_serve_trial, trial_scope.

- free_tier — Is there a free tier for business use? [partial]: The public Free plan offers limited chat/search/tools; business contractual suitability and enterprise controls were not verified. Sources: mistral-vibe:mistral-vibe:m-pricing.
- self_serve_trial — Is a self-serve business trial available? [unknown]: Unknown. No time-limited business-plan trial duration, card or seat limit was verified; the Free plan is a different access route.
- trial_scope — Do trials include SSO, connectors and admin features? [unknown]: Unknown. No trial verified Enterprise SSO, admin, connectors and fixture entitlement together.
- sales_gate — Does meaningful evaluation require sales contact? [supported]: Free/paid self-service exploration is offered, while private Enterprise and Admin API activation require contact. No contact was made. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-provision.

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

Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-provision

#### T3 Chat

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

#### Mistral Vibe

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

Self-serve prices are partly public; enterprise terms and commitment/pricing details require the applicable order.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: minimum_commitment.

- minimum_commitment — What seat or spend minimum applies? [unknown]: Unknown. The rendered Team calculator shows a subtotal but does not establish an exact contractual minimum or maximum for the requested seat sizes.
- contract_length — What contract lengths are offered? [partial]: Commercial terms charge as provided by the order/confirmation; exact Team monthly/annual commitment alternatives were not established. Sources: mistral-vibe:mistral-vibe:m-commercial.
- cancellation — How can the contract be cancelled or reduced? [partial]: Commercial terms make paid amounts non-refundable/non-cancellable; a complete self-serve downgrade/cancellation workflow was not verified. Sources: mistral-vibe:mistral-vibe:m-commercial.
- local_invoicing — Can it be invoiced in CHF or EUR from a European entity? [partial]: A French contracting entity and USD/EUR price selector are public; actual CHF/EUR enterprise invoicing terms were not verified. Sources: mistral-vibe:mistral-vibe:m-commercial, mistral-vibe:mistral-vibe:m-pricing.
- transparency_class — Is pricing transparent, partial, quote-only or unknown? [supported]: Partially specified: self-serve displayed prices exist, while Enterprise/private quotes, exact credits and scenario usage charges remain unresolved. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-subscription.

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

Sources: mistral-vibe:mistral-vibe:m-commercial, mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-subscription

#### T3 Chat

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

#### Mistral Vibe

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

Hosted Work is a commercial service; separate CLI/model licences do not license the whole workspace.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- The partial atomic answers state their documentation or verification limits.

- licence_type — Which licence applies to each component? [partial]: Commercial terms reserve Mistral product IP and grant limited service use. Open-weight model/CLI component terms are separate and were not exhaustively audited. Sources: mistral-vibe:mistral-vibe:m-commercial.
- branding_restrictions — Do licence terms restrict branding or user counts? [partial]: Enterprise pricing lists white label/dedicated hostname; contractual branding rights and seat restrictions require that order. Sources: mistral-vibe:mistral-vibe:m-pricing.
- enterprise_features_closed — Are enterprise features in a separate closed edition? [partial]: Enterprise lists custom deployment, SAML and audit features under commercial terms; component-by-component source availability was not established. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-commercial.

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

Sources: mistral-vibe:mistral-vibe:m-commercial, mistral-vibe:mistral-vibe:m-pricing

#### T3 Chat

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

#### Mistral Vibe

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

Personal exports and original Library downloads are documented; full administrator portability remains untested.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise personal Data Export and Library/Knowledge downloads; complete administrator portability unverified; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- chat_export: A personal data export tool is documented; all-user administrator chat export completeness was not verified.
- assistant_export: Legacy agents can be duplicated and Skills contain reusable files, but a complete portable assistant/tool/knowledge export package was not verified. Search on 2026-10-26: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe, https://docs.mistral.ai/vibe/work/libraries.md, https://docs.mistral.ai/vibe/work/knowledge.md. No additional scoped evidence established this answer.
- knowledge_export: Users can download original Library documents and export personal Knowledge Base data; complete admin index/ACL export was not verified.
- export_format: Canvas offers PPTX/table files and spreadsheets XLSX, but the full personal-data/agent/index export schema was not established.
- post_termination_window: The DPA says personal data is no longer accessible 30 days after access/use termination; a guaranteed complete post-termination export service was not established.

- chat_export — Can admins export all chats? [partial]: A personal data export tool is documented; all-user administrator chat export completeness was not verified. Sources: mistral-vibe:mistral-vibe:m-export-20261026.
- assistant_export — Can assistants and prompts be exported in a reusable format? [unknown]: Legacy agents can be duplicated and Skills contain reusable files, but a complete portable assistant/tool/knowledge export package was not verified. Search on 2026-10-26: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe, https://docs.mistral.ai/vibe/work/libraries.md, https://docs.mistral.ai/vibe/work/knowledge.md. No additional scoped evidence established this answer.
- knowledge_export — Can knowledge bases and their sources be exported? [partial]: Users can download original Library documents and export personal Knowledge Base data; complete admin index/ACL export was not verified. Sources: mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:m-memory-20261026.
- export_format — Are formats documented and machine-readable? [partial]: Canvas offers PPTX/table files and spreadsheets XLSX, but the full personal-data/agent/index export schema was not established. Sources: mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:m-sheets-20261026, mistral-vibe:mistral-vibe:m-export-20261026.
- post_termination_window — How long can data be retrieved after termination? [partial]: The DPA says personal data is no longer accessible 30 days after access/use termination; a guaranteed complete post-termination export service was not established. Sources: mistral-vibe:mistral-vibe:m-dpa-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-export-20261026, mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:m-memory-20261026, mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:m-sheets-20261026, mistral-vibe:mistral-vibe:m-dpa-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

#### Mistral Vibe

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

Public support routes and custom Enterprise SLA marketing exist; status access and concrete service terms remain gaps.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- Remaining atomic gaps: support_languages, regional_presence, status_page.

- support_channels — Which support channels are available on each plan? [supported]: Pro/Team pricing lists chat/email support and Enterprise advertises dedicated support. Sources: mistral-vibe:mistral-vibe:m-pricing.
- support_languages — Is support available in German, French or Italian? [unknown]: Unknown. German/French/Italian support language/hours commitments were not retrieved.
- regional_presence — Is there a DACH or Swiss entity, team or partner? [unknown]: Unknown. The commercial entity is Paris-based; a named DACH/Swiss implementation team/partner was not verified.
- uptime_sla — Is there an uptime SLA with credits? [partial]: Enterprise advertises custom SLAs; uptime percentage, exclusions, response times and credits were not obtained. Sources: mistral-vibe:mistral-vibe:m-pricing.
- status_page — Is there a public status page with history? [unknown]: Unknown. The public status endpoint returned HTTP 403 to direct retrieval; no incident history was independently read.

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

Sources: mistral-vibe:mistral-vibe:m-pricing

#### T3 Chat

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

#### Mistral Vibe

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

Built-in onboarding and reusable role/task Skills support self-service adoption; service entitlements and prices remain open.

Availability: unknown
Delivery: native
Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise plan-included Work Skills and public self-service documentation; managed services unverified; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified.

Limitations:
- onboarding_service: Vendor-led onboarding inclusion was not established; no sales/demo contact was made. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.
- user_training: A built-in vibe-work-onboarding Skill and public guides exist; live training and language coverage were not established.
- adoption_programme: No scoped champion or change-management programme entitlement was retrieved. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.
- service_cost: Implementation/partner/training service prices were not obtained. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.

- onboarding_service — Is guided onboarding included? [unknown]: Vendor-led onboarding inclusion was not established; no sales/demo contact was made. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.
- user_training — Is end-user training offered, in which languages? [partial]: A built-in vibe-work-onboarding Skill and public guides exist; live training and language coverage were not established. Sources: mistral-vibe:mistral-vibe:m-skills-20261026.
- use_case_library — Are role-based use cases and templates provided? [supported]: Built-in Skills and examples cover research, extraction, onboarding, stakeholder communication and repeated procedures. Sources: mistral-vibe:mistral-vibe:m-skills-20261026.
- adoption_programme — Is there a champion or adoption programme? [unknown]: No scoped champion or change-management programme entitlement was retrieved. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.
- service_cost — Which services cost extra? [unknown]: Implementation/partner/training service prices were not obtained. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20.

Sources: mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026

#### T3 Chat

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

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

## Sources

### mistral-vibe:mistral-vibe:plan-matrix-20261026

Mistral Vibe public plan comparison. The table includes Skills, web, connectors and custom MCP on Team/Enterprise, labels connectors beta, gives Team 30 GB/user Libraries, and includes Canvas, scheduling, workflows, image generation and data export. Knowledge connectors are Team/Enterprise; Admin API, audit logs, SAML SSO and custom deployment are Enterprise. Enterprise infinity icons are not fixed quotas.

- URL: https://mistral.ai/pricing/
- Locator: Vibe comparison table, ordered Free / Pro / Team / Enterprise columns, including inclusion and exclusion SVG icons rather than text-only extraction; HTTP 200, body SHA256 650153212b270213cd4e18baa9d973a2dceb5fe2af5403ca421efadcd9a723dd
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-release-notes-20261026

Mistral release notes. Chat-to-Work migration is phased, with Enterprise migration starting October 1 and an approximate six-month administrator window.

- URL: https://docs.mistral.ai/resources/release-notes.md
- Locator: 2026-09-22: simpler Vibe experience; Knowledge Base; spreadsheets; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2e5b0d700fa3426538fedfdd02bc63bbab6d2b97b91c1f72c6460a3a6ea0d07b on 2026-10-26
- Evidence kind: documented
- Source date: 2026-09-22
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-home-20261026

Mistral Vibe product. Mistral combines Work/Chat and coding under Vibe and offers Enterprise on-premise/private-cloud deployments.

- URL: https://mistral.ai/products/vibe/
- Locator: FAQ: name, deployment, voice and integrations; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 0246e627184ac60f05c6672201cd99be89752c34cae3e7b4a1e899be9508869b on 2026-10-26
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-image-20261026

Generate images. Image generation uses Black Forest Labs models and supports uploaded-image edits with plan limits.

- URL: https://docs.mistral.ai/vibe/work/image-generation.md
- Locator: Model provider; editing; limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ea76aed6c7b591368c3ae678e2e772ed8be592a7d01931f63e5cc001ab915f23 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-files-20261026

Work with Files and Canvas. Files and Canvas support documents, scanned images, audio analysis, editable outputs and PowerPoint/table export.

- URL: https://docs.mistral.ai/vibe/work/files-and-canvas.md
- Locator: Supported formats; image/audio/spreadsheet analysis; Canvas exports; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 69c16ff45099cba600e79f8ed219a4765adc73d4b015f332be1f4fc28b3fb6b6 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### t3-chat:t3-chat:faq-training

T3 Chat FAQ. 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.

- URL: https://t3.chat/faq
- Locator: Do you use my data for training?
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:billing-change

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

- URL: https://feedback.t3.chat/p/t3-feels-nerfed-now
- Locator: Mark Florkowski Team replies
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:r2-paid-tier-controls

Pro/Premier vendor replies. 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.

- URL: https://feedback.t3.chat/p/new-tier-in-between-pro-and-premier
- Locator: Mark Florkowski Team: cost explanation, OpenRouter direct billing, USD50 Premier and plan changes
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:r2-pro-context-byok

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

- URL: https://feedback.t3.chat/p/premium-requests-for-large-context-windows
- Locator: Mark Florkowski Team replies on USD8 limits, higher tier, model switching and OpenRouter fallback
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-release-notes

Mistral release notes. Chat-to-Work migration is phased, with Enterprise migration starting October 1 and an approximate six-month administrator window.

- URL: https://docs.mistral.ai/resources/release-notes.md
- Locator: 2026-09-22: simpler Vibe experience; Knowledge Base; spreadsheets
- Evidence kind: documented
- Source date: 2026-09-22
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-releases

Mistral changelog. A public dated model/API changelog exists, but it does not establish per-plan Vibe availability lag.

- URL: https://docs.mistral.ai/resources/changelogs.md
- Locator: Dated model/API entries
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:changelog

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

- URL: https://feedback.t3.chat/p/changelog-of-new-features
- Locator: Planned status and Mark Florkowski Team reply
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-pricing

Mistral pricing. The USD page lists Pro 14.99/month and Team 24.99/user/month excluding taxes, with custom Enterprise and usage/fair-use conditions.

- URL: https://mistral.ai/pricing/
- Locator: Free/Pro/Team/Enterprise cards; feature table; FAQs
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-libraries

Add context with Libraries. Libraries persist uploaded/indexed knowledge, allow individual/organization sharing and provide numbered source references.

- URL: https://docs.mistral.ai/vibe/work/libraries.md
- Locator: Upload and limits; sharing; source references; data and privacy
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-subscription

Subscriptions. The plan spans Vibe/Studio/API, while included allowance and prepaid PAYG have product-specific behavior.

- URL: https://docs.mistral.ai/admin/billing-usage/subscriptions.md
- Locator: Global plan; monthly usage; PAYG
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:faq-usage

T3 Chat FAQ. 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.

- URL: https://t3.chat/faq
- Locator: How does the usage meter work?
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:r2-premier-buckets

Premier usage-limit support. The identifiable vendor reply specifically applies the FAQ bucket mechanics to a Premier account.

- URL: https://feedback.t3.chat/p/quickly-reaching-usage-limits-on-premier-plan
- Locator: Mark Florkowski Team reply explaining exhausted monthly overage and four-hour bucket
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-files

Work with Files and Canvas. Files and Canvas support documents, scanned images, audio analysis, editable outputs and PowerPoint/table export.

- URL: https://docs.mistral.ai/vibe/work/files-and-canvas.md
- Locator: Supported formats; image/audio/spreadsheet analysis; Canvas exports
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-sheets

Spreadsheets. Paid Work supports spreadsheet generation/editing and downloadable XLSX output; fidelity requires testing.

- URL: https://docs.mistral.ai/vibe/work/spreadsheets.md
- Locator: Paid-plan availability; formulas; export
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-connectors-20261026

Connect tools with Connectors. Featured connectors use OAuth and live retrieval; source content and conversations have separately stated storage/training policies.

- URL: https://docs.mistral.ai/vibe/work/connectors.md
- Locator: Featured connectors; approval; data and privacy; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 3cc3745b35cceeb58b7e3055a0f9b3c0e59363853336f857c30f2a589e04bc36 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-mcp-20261026

MCP Connectors. Admins add HTTPS MCP servers with OAuth/Bearer/Basic or no authentication; users may preauthorize individual functions.

- URL: https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md
- Locator: Custom configuration; authentication; per-function permissions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5e97d5e51b4f26d358561bcd3533c6bf7e666845874071508428b023e9457666 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-libraries-20261026

Add context with Libraries. Libraries persist uploaded/indexed knowledge, allow individual/organization sharing and provide numbered source references.

- URL: https://docs.mistral.ai/vibe/work/libraries.md
- Locator: Upload and limits; sharing; source references; data and privacy; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 8c7fe6f7c1aba5acc314428ee145b6df19e6bd24c2c14139f419a8e27e1fcfd5 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:connector-data-controls-20261026

Mistral connected-tool data controls. Request-time connectors have no persistent connector index. Knowledge connectors index selected content, propagate source deletions after synchronization and schedule indexed-data deletion after administrator disconnection. Updated source permissions govern retrieval; no timing SLA is stated.

- URL: https://help.mistral.ai/en/articles/661571-how-can-i-control-or-delete-data-connected-to-third-party-tools
- Locator: Request-time connectors versus indexed Knowledge Connectors, source deletion and permission changes; HTTP 200, body SHA256 66ff17f717a1e1387b8e1320d1a7bfe1d843902cdec51525b02acc068c26e54a
- Evidence kind: documented
- Source date: 2026-08-12
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-adminvibe-20261026

Workspaces in Vibe. Admins configure per-Workspace features, chat retention and tracing; linked connector accounts are not isolated per Workspace.

- URL: https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md
- Locator: Connector accounts; feature toggles; retention; tracing; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ceefc4c8001e86724007c916e453c861c23beb3ca2da96d97ad78073d7f07dfa on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-instructions-20261026

Set custom instructions. Users set persistent role/tone/output instructions; these are instructions to the model, not an independently enforced policy.

- URL: https://docs.mistral.ai/vibe/work/custom-instructions.md
- Locator: Persistent preferences; tone; limitations; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 51d552c0953898b24c8524746b24f1370bb5d3cc72ec01ef36902437e1823a54 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-projects-20261026

Group tasks with Projects. Projects apply shared context/instructions to their own conversations; deleting a project retains its chats in main history.

- URL: https://docs.mistral.ai/vibe/work/projects.md
- Locator: Project instructions/context; chat organization; deletion; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ff0dd2912de917c2747e25ed4f83f6b3569f00a09c06a6de2c14d6a8cb0b43aa on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-memory-20261026

Knowledge Base. Work stores cross-chat personal knowledge with view/edit/delete/export controls and administrator settings, including sensitive-data restrictions.

- URL: https://docs.mistral.ai/vibe/work/knowledge.md
- Locator: User and admin controls; sensitive data; related features; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 613f78a4a63a8c05c84a120f66cdf8f3489d547124b13d1118abeb6784fce56f on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-legacy-agents-20261026

Agents, legacy Chat. Legacy Chat Agents have instructions/knowledge/tools and sharing, but cannot be called programmatically and are being replaced by Skills.

- URL: https://docs.mistral.ai/vibe/chat-legacy/agents.md
- Locator: Migration warning; configuration; sharing; Agents and API; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 542944a04b534264b9275f8181e3b7646cc00cade371ea6593f7e2ce42975836 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-skills-20261026

Reuse work with Skills. Skills package reusable instructions/resources and can be Workspace-shared or force-enabled by an administrator.

- URL: https://docs.mistral.ai/vibe/work/skills.md
- Locator: Built-in skills; personal/Workspace; force-enable; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2f0b7278ab361694b57ff14e93efd7122bbb79dc84a57250a366092156f1b825 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-admincon-20261026

Admin connector controls. Admins can connect organization-level GitHub/Slack bot accounts and allow/restrict/block connector tools per Workspace.

- URL: https://docs.mistral.ai/admin/identity-access/connectors
- Locator: App Connections; credentials; permissions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cb054ecf6a8d510006abc7d3d67519376efb3d8f3afe1f4958733b2e6edb8298 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-web-20261026

Search the web. Work offers live web search with citations, Open URL and Deep Research as a Skill; generic search-processing location is not specified.

- URL: https://docs.mistral.ai/vibe/work/web-search-open-url.md
- Locator: Web search; news partners; Open URL; Deep Research; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5b610273811ca8dc13326556bfd819d407822bde50c8f72fc3d24db734321479 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-interpreter-20261026

Code Interpreter. Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files.

- URL: https://docs.mistral.ai/vibe/work/code-interpreter.md
- Locator: Paid plans; isolated Python/TypeScript sandbox; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7010e49b18df7a09c06815a2d6a473387727dafaeba1600dbdfc2130add0fd79 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-workflows-20261026

Run Workflows. Developers build/publish coded Studio workflows which users invoke explicitly from Work; Skills are not deterministic workflows.

- URL: https://docs.mistral.ai/vibe/work/workflows.md
- Locator: Studio-built workflows; Skills vs Workflows; limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 f76422c0bf363fb3247af96cca668f446507fd25a4689a320b9546dc07176d6f on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-safety-20261026

Safety and approvals. Work exposes task progress and tool inputs/results; writes require approval unless preauthorized, and stop does not undo completed external actions.

- URL: https://docs.mistral.ai/vibe/work/safety-and-approvals.md
- Locator: Continue/Always allow/Decline; stop; todos and tool calls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 d666f33e5341293b71de8e998b7c360c42ca2b44cd735749d071dffb3ad4e229 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-groups-20261026

User groups. Enterprise groups assign roles/access to Workspaces, including externally managed identity-provider groups.

- URL: https://docs.mistral.ai/admin/identity-access/groups.md
- Locator: Enterprise availability; externally managed groups; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 03c1b2de931a321ff17def3092c12f0b3ad8530165a22b9e3e747cdcbcbb318d on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### t3-chat:t3-chat:faq-url

T3 Chat FAQ. A new-chat URL selects a model, reasoning effort, search on/off, one to five searches, a profile and temporary/persisted storage mode.

- URL: https://t3.chat/faq
- Locator: Custom search URLs and query parameter table
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-schedule-20261026

Schedule tasks. Work scheduling is public preview and time-triggered; unattended writes need preauthorization and no current event-trigger support is promised.

- URL: https://docs.mistral.ai/vibe/work/scheduled-tasks.md
- Locator: Public Preview; time-based triggers; approvals; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e4c6a01ef68d7989ed26518a38cc835790d8f3215240c678de3434f6223a1e44 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-legacy-agents

Agents, legacy Chat. Legacy Chat Agents have instructions/knowledge/tools and sharing, but cannot be called programmatically and are being replaced by Skills.

- URL: https://docs.mistral.ai/vibe/chat-legacy/agents.md
- Locator: Migration warning; configuration; sharing; Agents and API
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-provision

User provisioning with the Admin API. An Enterprise Admin API supports user/group/Workspace lifecycle actions but requires separately enabled access.

- URL: https://docs.mistral.ai/admin/admin-api/user-provisioning.md
- Locator: Enterprise access gate; users; groups; removal
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-usage-api

Usage metrics with the Admin API. Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent.

- URL: https://docs.mistral.ai/admin/admin-api/usage-metrics.md
- Locator: Billing usage; lechat per-user/per-agent metrics
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:api-request

Subscription-backed 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.

- URL: https://feedback.t3.chat/p/allow-t3-chat-subscription-to-power-external-coding-agents-or
- Locator: Closed status and Mark Florkowski Team reply
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-home

Mistral Vibe product. Mistral combines Work/Chat and coding under Vibe and offers Enterprise on-premise/private-cloud deployments.

- URL: https://mistral.ai/products/vibe/
- Locator: FAQ: name, deployment, voice and integrations
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-voice

Use Voice mode. Voice prompts are transcribed on web/mobile; the guide lists DE/FR/IT and says Team/Enterprise voice is training-opted-out by default.

- URL: https://docs.mistral.ai/vibe/work/voice-mode.md
- Locator: Web/mobile; transcription; languages; privacy
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:mobile

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

- URL: https://feedback.t3.chat/en/p/mobile-app-77
- Locator: Mark Florkowski, Team, pinned September10,2026 announcement
- Evidence kind: documented
- Source date: 2026-09-10
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-instructions

Set custom instructions. Users set persistent role/tone/output instructions; these are instructions to the model, not an independently enforced policy.

- URL: https://docs.mistral.ai/vibe/work/custom-instructions.md
- Locator: Persistent preferences; tone; limitations
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-commercial-20261026

Commercial terms of service. Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions.

- URL: https://legal.mistral.ai/terms/commercial-terms-of-service/
- Locator: 4 Training; 5 Rights; fees; regional governing law; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cf72086a4255c8704eadbc59bb26581dcaf2c3c4d5af8fd3f51261313e66d390 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-voice-entitlement-correction

Use Voice mode. Dictation is documented for web and mobile on all plans; the Team/Enterprise no-training default in this guide is specifically for voice messages.

- URL: https://docs.mistral.ai/vibe/work/voice-mode
- Locator: Opening availability paragraph; Privacy
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-interpreter

Code Interpreter. Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files.

- URL: https://docs.mistral.ai/vibe/work/code-interpreter.md
- Locator: Paid plans; isolated Python/TypeScript sandbox
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-workspace-20261026

Create your first Workspace. An organization can have up to 500 active Workspaces; organization admins retain access to each Workspace.

- URL: https://docs.mistral.ai/admin/workspaces/your-first-workspace.md
- Locator: Workspace boundary; cap; administrator access; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 38dc85c7eccf438f1cf95c4ed94a21825fb86886403c46946b1a124710c71c02 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:account-mfa-20261026

Mistral account password and 2FA settings. Account holders can enable TOTP authenticator-based two-factor authentication and generate recovery codes. The guide does not establish organization-wide enforced MFA or Entra conditional-access behavior.

- URL: https://help.mistral.ai/en/articles/448331-how-do-i-update-my-account-information-email-password-and-2fa
- Locator: Manage multi-factor authentication, authenticator setup and recovery codes; HTTP 200, body SHA256 9b5a8da7485f1b58da8ab3060534e4a1f6cb2c60cc266a6c9e511cd4c330c7a7
- Evidence kind: documented
- Source date: 2026-08-12
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-sso-20261026

Single sign-on. Enterprise SSO uses SAML 2.0, explicitly not OIDC, and provisions users at first sign-in with optional seat assignment.

- URL: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md
- Locator: Enterprise requirement; SAML 2.0; first sign-in; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7cfb898b71db3443ba264a673b8c2455840424eccd072f19573d6063d255a1c6 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### t3-chat:t3-chat:security

T3 Chat security policy. The vendor asserts TLS, MFA support, secure sessions/access control and regular audits; no independent report or enterprise enforcement configuration is supplied.

- URL: https://t3.chat/security-policy
- Locator: Data protection, authentication and disclosure program
- Evidence kind: vendor-claimed
- Source date: 2025-02-14
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-groups

User groups. Enterprise groups assign roles/access to Workspaces, including externally managed identity-provider groups.

- URL: https://docs.mistral.ai/admin/identity-access/groups.md
- Locator: Enterprise availability; externally managed groups
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-sso

Single sign-on. Enterprise SSO uses SAML 2.0, explicitly not OIDC, and provisions users at first sign-in with optional seat assignment.

- URL: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md
- Locator: Enterprise requirement; SAML 2.0; first sign-in
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-users

User management. Admins invite/remove members and assign product seats; removal from the organization removes Workspace permissions.

- URL: https://docs.mistral.ai/admin/identity-access/user-management.md
- Locator: Seats; removal; roles
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-usage-api-20261026

Usage metrics with the Admin API. Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent.

- URL: https://docs.mistral.ai/admin/admin-api/usage-metrics.md
- Locator: Billing usage; lechat per-user/per-agent metrics; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 406f6ae09c2762cf72a004e5ed3c1f7d1065c3e72c2bc4ee89e5066f52b92a74 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-limits-20261026

Workspace usage and limits. Workspace caps default to none and support model/token/spend reporting; the defined limit action suspends API access.

- URL: https://docs.mistral.ai/admin/workspaces/usage-limits.md
- Locator: Spending cap; rate limits; usage breakdown; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c54c5e3d67d54e6a75d2c311603fb83246e6f5f93cbfa61cdc00345fc4d3066 on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-billing-20261026

Billing. Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior.

- URL: https://docs.mistral.ai/admin/billing-usage/billing.md
- Locator: Credits; 402 exhaustion; monthly spending limit; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c4d5c9b62f949224e58d971fb6d0049ae350e3fc53662164f43725f08cd1f3d on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-audit

Audit logs overview. Enterprise audit records administrative/authentication and conversation lifecycle events; this guide explicitly says log export is unsupported.

- URL: https://docs.mistral.ai/admin/monitor-comply/audit-logs/overview.md
- Locator: Enterprise availability; captured activities; limitations
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-audit-ref

Audit logs reference. The reference defines actor, target and event fields, but event names do not prove full prompt-body capture or retention.

- URL: https://docs.mistral.ai/admin/monitor-comply/audit-logs/reference.md
- Locator: Event types and response fields
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:privacy

T3 Chat privacy policy. The policy covers user uploads, named hosting/model providers, no AI training, US/international processing and general disclosure practices.

- URL: https://t3.chat/privacy-policy
- Locator: Sections1-7 and11
- Evidence kind: documented
- Source date: 2025-05-31
- Retrieved: 2026-10-21

### t3-chat:t3-chat:terms

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

- URL: https://t3.chat/terms-of-service
- Locator: Sections1-6,9,19 and21
- Evidence kind: documented
- Source date: 2025-11-15
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-location

Where is data stored?. Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers.

- URL: https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data
- Locator: EU default; feature transfers; Enterprise controls
- Evidence kind: documented
- Source date: 2026-08-12
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-connectors

Connect tools with Connectors. Featured connectors use OAuth and live retrieval; source content and conversations have separately stated storage/training policies.

- URL: https://docs.mistral.ai/vibe/work/connectors.md
- Locator: Featured connectors; approval; data and privacy
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-zdr

Zero data retention. ZDR covers approved stateless paid API routes and explicitly excludes Vibe Work/Chat, libraries, conversations and agents.

- URL: https://docs.mistral.ai/admin/monitor-comply/zero-data-retention.md
- Locator: Coverage; exclusions; request
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-training

Do you use user data for model training?. Enterprise defaults to training opt-out, generic Vibe defaults differ, and submitted feedback can authorize related-data use.

- URL: https://help.mistral.ai/en/articles/347617-do-you-use-my-user-data-to-train-your-artificial-intelligence-models
- Locator: Controls on Vibe; Enterprise; feedback
- Evidence kind: documented
- Source date: 2026-08-31
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-optout

Training opt-out controls. The September article says Team admins may disable training and Enterprise defaults to opt-out; Vibe and API controls are separate.

- URL: https://help.mistral.ai/en/articles/455207-can-i-opt-out-of-my-input-or-output-data-being-used-for-training
- Locator: Vibe, Team and Enterprise; separate API toggle
- Evidence kind: documented
- Source date: 2026-09-03
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-commercial

Commercial terms of service. Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions.

- URL: https://legal.mistral.ai/terms/commercial-terms-of-service/
- Locator: 4 Training; 5 Rights; fees; regional governing law
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-delete-20261026

Can I delete a chat conversation?. User-visible deletion is irreversible but backend copies can remain for legal, policy and monitoring purposes.

- URL: https://help.mistral.ai/en/articles/347613-can-i-delete-a-chat-conversation
- Locator: Manual deletion; backend retention; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e5e32e605a4886b543b62a4efcbe743bcb55a66a560c26540fd49b38269172e5 on 2026-10-26
- Evidence kind: documented
- Source date: 2026-08-12
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-dpa-20261026

Data Processing Addendum. The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination.

- URL: https://legal.mistral.ai/terms/data-processing-addendum/
- Locator: Definitions; subprocessors; 10 Return/destruction; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 b578ac8d9fbe2ccebf7a70e127c5b3052d24219c6195cf7ffb97a71d051552f7 on 2026-10-26
- Evidence kind: documented
- Source date: 2026-07-27
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-retention-20261026

How long is data stored?. Retention differs by data type; account identity, technical and invoicing records can outlast the user contract.

- URL: https://help.mistral.ai/en/articles/347628-how-long-do-you-store-my-data
- Locator: Account/technical/legal retention examples; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2c1a0e2ffbc481905cedc6f24e4831034ae1eec0dfc566ceecbcf8633390f8fe on 2026-10-26
- Evidence kind: documented
- Source date: 2026-08-12
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-location-20261026

Where is data stored?. Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers.

- URL: https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data
- Locator: EU default; feature transfers; Enterprise controls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6e6c908ef3d6f98376804f8bc0da9a4869329875eca81dff6fc211c329412509 on 2026-10-26
- Evidence kind: documented
- Source date: 2026-08-12
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-dpa

Data Processing Addendum. The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination.

- URL: https://legal.mistral.ai/terms/data-processing-addendum/
- Locator: Definitions; subprocessors; 10 Return/destruction
- Evidence kind: documented
- Source date: 2026-07-27
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-cert

SOC 2 and ISO certification help. Mistral claims SOC 2 Type II and ISO 27001/27701 and directs report requests to its Trust Center; underlying reports were not retrieved.

- URL: https://help.mistral.ai/en/articles/347638-do-you-have-soc-2-or-iso-27001-certification
- Locator: Claim and report-request path
- Evidence kind: vendor-claimed
- Source date: 2026-08-12
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-billing

Billing. Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior.

- URL: https://docs.mistral.ai/admin/billing-usage/billing.md
- Locator: Credits; 402 exhaustion; monthly spending limit
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:overage

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

- URL: https://feedback.t3.chat/p/overage-bucket-refill-option
- Locator: Mark Florkowski Team reply
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:premier

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

- URL: https://feedback.t3.chat/p/new-tier-in-between-pro-and-premier
- Locator: Mark Florkowski Team replies on price, OpenRouter, upgrades and downgrades
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:price-visibility

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

- URL: https://feedback.t3.chat/p/ability-to-see-paid-plan-price-without-going-into-checkout
- Locator: Mark Florkowski Team replies
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:byok-openai

OpenAI BYOK. 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.

- URL: https://feedback.t3.chat/p/enable-byo-api-key-for-gpt-5-and-gpt-5
- Locator: Mark Florkowski Team reply
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:fx-ecb

ECB historical euro reference rates. EUR 1 equals USD 1.1215 and CHF 0.9237 on the agreed reference date.

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

### t3-chat:t3-chat:byok-router

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

- URL: https://feedback.t3.chat/p/let-openrouter-keys-work-with-more-models
- Locator: Completed label versus Mark Florkowski Team reply
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:fx

ECB reference exchange rates. EUR1 equals USD1.1215 and CHF0.9237.

- URL: https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml
- Locator: Cube time2026-10-20
- Evidence kind: documented
- Source date: 2026-10-20
- Retrieved: 2026-10-21

### t3-chat:t3-chat:openai-price

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

- URL: https://developers.openai.com/api/docs/pricing
- Locator: Standard short-context gpt-6-luna row
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### t3-chat:t3-chat:openai-model

GPT-6 Luna documentation. The shared direct-provider proxy uses lowest effort none; this is not a verified T3 default or model-menu entry.

- URL: https://developers.openai.com/api/docs/models/gpt-6-luna
- Locator: Reasoning effort options
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-export-20261026

Export data from Vibe. The help article documents a personal-data download tool without specifying a complete admin migration package.

- URL: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe
- Locator: Personal-data export button; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7720137dff42f992da58d1fb0285c3c3148aa82682a597c9d155968b53feba05 on 2026-10-26
- Evidence kind: documented
- Source date: 2026-08-12
- Retrieved: 2026-10-26

### mistral-vibe:mistral-vibe:m-sheets-20261026

Spreadsheets. Paid Work supports spreadsheet generation/editing and downloadable XLSX output; fidelity requires testing.

- URL: https://docs.mistral.ai/vibe/work/spreadsheets.md
- Locator: Paid-plan availability; formulas; export; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6d2da02b3a2bb619965459522efa076d818db859fc89ab6b7b652abb2a89476a on 2026-10-26
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### t3-chat:t3-chat:faq-support

T3 Chat FAQ. The FAQ links its official feedback board and lists support email.

- URL: https://t3.chat/faq
- Locator: Feature requests and support
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### mistral-vibe:mistral-vibe:m-rename

Le Chat is now Vibe. The August 12 notice renames Le Chat to Vibe while preserving accounts, plans and conversations.

- URL: https://help.mistral.ai/en/articles/682992-le-chat-is-now-vibe
- Locator: What changed; modes; account continuity
- Evidence kind: documented
- Source date: 2026-08-12
- Retrieved: 2026-10-21
