--- schema_version: 1 rubric_version: "1.1" kind: pair canonical_url: "https://onaihq.com/compare/agents/mistral-vibe-vs-omnifact/" data_url: "https://onaihq.com/compare/agents/mistral-vibe-vs-omnifact/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 Omnifact > 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 42 criteria with sourced findings for both products, including 42 that a second agent cross-checked for both. 51 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. - Omnifact source checks: 2026-10-21. - Canonical HTML: https://onaihq.com/compare/agents/mistral-vibe-vs-omnifact/ - Machine-readable JSON: https://onaihq.com/compare/agents/mistral-vibe-vs-omnifact/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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Manual selection spans OpenAI, Anthropic, Google and Mistral with EU/direct routes and tier controls. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise managed model catalogue; customer API keys and custom/self-hosted endpoints require Enterprise BYOK; add_ons=Enterprise BYOK for custom provider endpoints; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - current_models: Public text catalogue: GPT6Sol/Luna,5.6Sol/Terra/Luna,5.5,5.4/mini,5.2,5.1,5/mini/nano,4.1/mini/nano,4o/mini,4,3.5; Claude Opus5.5/5/4.8/4.7/4.6/4.5/4.1/4, Sonnet5.5/5/4.6/4.5/4, Haiku5.5/4.5; Gemini4Argon,3.8/3.7/3.6/3.5Flash,3.5Flash Lite,3.1Pro/Flash Lite,3Pro,2.5Pro/Flash,2.0Flash/Flash Lite; Mistral Medium3.5/3, Large3, Small4, Nemo, Ministral8B, Pixtral Large, Codestral, Devstral Small. Each is subject to admin enablement, tier, route and provider availability; not independently tested in picker. - multimodal_input: Image input only for capable selected models; experimental audio uploads need audio-capable models. Extracted document text and code tools are separate paths; no complete model-by-model native audio matrix was established. - Unverified auto_routing: No documented automatic cross-model routing strategy or chosen-model display after automatic routing was established; autonomous tool selection is separate from model routing. - providers — Which model providers are available? [partial]: Pro/Enterprise managed provider options include OpenAI/AzureOpenAI, Anthropic, Google/Vertex and Mistral subject to workspace configuration. Customer API keys, custom OpenAI-compatible endpoints and self-hosted model connections require Enterprise BYOK. Optional DPA-listed Groq is not treated as a currently selectable managed model. Sources: omnifact:omnifact:providers-rev2, omnifact:omnifact:pricing-rev2, omnifact:omnifact:models. - current_models — Which current models are selectable on this plan? [partial]: Public text catalogue: GPT6Sol/Luna,5.6Sol/Terra/Luna,5.5,5.4/mini,5.2,5.1,5/mini/nano,4.1/mini/nano,4o/mini,4,3.5; Claude Opus5.5/5/4.8/4.7/4.6/4.5/4.1/4, Sonnet5.5/5/4.6/4.5/4, Haiku5.5/4.5; Gemini4Argon,3.8/3.7/3.6/3.5Flash,3.5Flash Lite,3.1Pro/Flash Lite,3Pro,2.5Pro/Flash,2.0Flash/Flash Lite; Mistral Medium3.5/3, Large3, Small4, Nemo, Ministral8B, Pixtral Large, Codestral, Devstral Small. Each is subject to admin enablement, tier, route and provider availability; not independently tested in picker. Sources: omnifact:omnifact:models. - user_choice — Can users pick the model per chat? [supported]: Picker changes before/within a conversation and shows provider logo, model name and region flag. Reasoning effort has Low/Medium/High/Extra High depending on model. Sources: omnifact:omnifact:select. - 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? Unknown. No documented automatic cross-model routing strategy or chosen-model display after automatic routing was established; autonomous tool selection is separate from model routing. - multimodal_input — Which models accept images, audio or files? [partial]: Image input only for capable selected models; experimental audio uploads need audio-capable models. Extracted document text and code tools are separate paths; no complete model-by-model native audio matrix was established. Sources: omnifact:omnifact:files, omnifact:omnifact:groups-rev2. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:providers-rev2, omnifact:omnifact:dpa-rev2, omnifact:omnifact:models, omnifact:omnifact:select, omnifact:omnifact:files, omnifact:omnifact:groups-rev2, omnifact:omnifact:pricing-rev2 ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Dated model/feature changelog exists; exact release lag and fixed deprecation policy are unverified. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - Unverified release_lag_days, deprecation_notice, version_pinning: Last-three major releases per provider were not reconciled against provider GA dates; no binding removal notice or Saa S version-pinning guarantee was established. - 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? Unknown. Last-three major releases per provider were not reconciled against provider GA dates; no binding removal notice or Saa S version-pinning guarantee was established. - changelog — Is there a dated public model changelog? [supported]: Monthly release notes updated2026-10-20; individual feature posts date Gemini4Argon October 13, Haiku5.5 October 8, Sonnet5.5 September 28 and GPT6/Opus5.5 September 22. Sources: omnifact:omnifact:changes, omnifact:omnifact:blog. - deprecation_notice — How much notice is given before a model is removed? [unknown]: How much notice is given before a model is removed? Unknown. Last-three major releases per provider were not reconciled against provider GA dates; no binding removal notice or Saa S version-pinning guarantee was established. - version_pinning — Can an admin keep an older model version? [unknown]: Can an admin keep an older model version? Unknown. Last-three major releases per provider were not reconciled against provider GA dates; no binding removal notice or Saa S version-pinning guarantee was established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:changes, omnifact:omnifact:blog ### 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. #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Enterprise BYOK supports own provider accounts and custom OpenAI-compatible connections. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Enterprise BYOK, customer provider contracts; add_ons=Customer provider charges separate; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - own_cloud_contract: Supported environments include Azure OpenAI, Vertex Anthropic/Vertex Google; model settings mention AWSBedrock via custom endpoints. Customer deployment/contract setup details not fully specified. - byo_pricing: BYOK moves model costs to customer account/negotiated rates; Enterprise licence adjustment is quote-only. - Unverified byo_restrictions: No complete BYOK-specific feature failure/parity matrix or public licence discount was established. - own_api_keys — Can the customer use its own provider API keys? [supported]: Enterprise only; connects own provider API keys, charges provider account and bypasses standard Omnifact rate limits. Sources: omnifact:omnifact:providers. - own_cloud_contract — Can it use its own Azure OpenAI, Bedrock or Vertex deployment? [partial]: Supported environments include Azure OpenAI, Vertex Anthropic/Vertex Google; model settings mention AWSBedrock via custom endpoints. Customer deployment/contract setup details not fully specified. Sources: omnifact:omnifact:providers, omnifact:omnifact:model-settings. - custom_endpoint — Can an admin add any OpenAI-compatible endpoint? [supported]: Custom provider supports OpenAI-compatible endpoints; self-hosted connection enabled with support. Sources: omnifact:omnifact:providers, omnifact:omnifact:terms. - byo_pricing — Does BYO change the licence price? [partial]: BYOK moves model costs to customer account/negotiated rates; Enterprise licence adjustment is quote-only. Sources: omnifact:omnifact:providers. - byo_restrictions — Which features stop working with BYO? [unknown]: Which features stop working with BYO? Unknown. No complete BYOK-specific feature failure/parity matrix or public licence discount was established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:providers, omnifact:omnifact:model-settings, omnifact:omnifact:terms ### 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. #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Enterprise can integrate customer-hosted models; embedding and tool parity remain unverified. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Enterprise self-hosted model connection; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - vendor_hosted_open_models: Mistral family appears with EU flags; the operating party and infrastructure for every open-weight route are not fully mapped. It is not proof of Swiss hosting. - Unverified self_hosted_embeddings, feature_parity: No documented customer-hosted embedding route or exhaustive feature-parity matrix was established; on-premise platform availability alone does not prove either. - self_hosted_chat — Can chat use a customer-hosted model? [supported]: Enterprise lists self-hosted LLMs; terms6.4 requires coordination with support and custom provider endpoints are documented. Sources: omnifact:omnifact:pricing, omnifact:omnifact:providers, omnifact:omnifact:terms. - self_hosted_embeddings — Can retrieval use customer-hosted embeddings? [unknown]: Can retrieval use customer-hosted embeddings? Unknown. No documented customer-hosted embedding route or exhaustive feature-parity matrix was established; on-premise platform availability alone does not prove either. - feature_parity — Which features fail with self-hosted models? [unknown]: Which features fail with self-hosted models? Unknown. No documented customer-hosted embedding route or exhaustive feature-parity matrix was established; on-premise platform availability alone does not prove either. - vendor_hosted_open_models — Does the vendor host open-weight models in EU/CH? [partial]: Mistral family appears with EU flags; the operating party and infrastructure for every open-weight route are not fully mapped. It is not proof of Swiss hosting. Sources: omnifact:omnifact:models. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:pricing, omnifact:omnifact:providers, omnifact:omnifact:terms, omnifact:omnifact:models ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Groups add model-tier/capability permissions while organization settings control concrete models/routes. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - model_allowlist_by_group: Groups add Base/Standard/Premium-tier and US-hosted-model access. Everyone and overlapping groups union grants; no deny overrides. Concrete model enablement is organization-wide, not an arbitrary per-group model list. - data_bound_models: Admins disable providers/models globally; DPA annexes also describe per-Space provider approval. No tested classifier routes knowledge content to distinct allowed models automatically. - default_model: October notes set Haiku5.5 as fast default for new organizations. Image default and Published Space model are configurable; universal organization text-default setting not established. - user_limits: Plan-determined per-user24-hour rolling message quotas show remaining count/reset. Numeric plan quotas are not public; pooled credit and page limits are separate. - model_allowlist_by_group — Can admins limit models per group? [partial]: Groups add Base/Standard/Premium-tier and US-hosted-model access. Everyone and overlapping groups union grants; no deny overrides. Concrete model enablement is organization-wide, not an arbitrary per-group model list. Sources: omnifact:omnifact:groups, omnifact:omnifact:model-settings. - data_bound_models — Can admins restrict which models receive connector or knowledge content? [partial]: Admins disable providers/models globally; DPA annexes also describe per-Space provider approval. No tested classifier routes knowledge content to distinct allowed models automatically. Sources: omnifact:omnifact:model-settings, omnifact:omnifact:dpa. - default_model — Can admins set the default model? [partial]: October notes set Haiku5.5 as fast default for new organizations. Image default and Published Space model are configurable; universal organization text-default setting not established. Sources: omnifact:omnifact:changes, omnifact:omnifact:model-settings, omnifact:omnifact:published. - user_limits — What per-user message or token limits apply, and are they published? [partial]: Plan-determined per-user24-hour rolling message quotas show remaining count/reset. Numeric plan quotas are not public; pooled credit and page limits are separate. Sources: omnifact:omnifact:chat. - limit_behaviour — What happens when a limit is reached? [supported]: Daily message exhaustion disables new sends until reset. Monthly credit exhaustion greys premium models and chat falls back; Gateway returns credit error for all models without fallback. Sources: omnifact:omnifact:chat, omnifact:omnifact:limits, omnifact:omnifact:gateway. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:groups, omnifact:omnifact:model-settings, omnifact:omnifact:dpa, omnifact:omnifact:changes, omnifact:omnifact:published, omnifact:omnifact:chat, omnifact:omnifact:limits, omnifact:omnifact:gateway ## 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Broad attachment formats and published limits exist; indexing uses OCR/chunks while workbook fidelity is untested. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - limits: 10 attachments/message;8000 text characters/message;20MB/image;25MB/audio. Space Uploaded Files FAQ says no individual/aggregate file-size limit; ordinary document/chat count ceilings not fully specified. - ocr: Space upload pipeline documents Apache Tika OCR for scanned PDFs/images; no accuracy fixture. - spreadsheets: Spreadsheet inputs can be processed with executed Python and native XLSX formulas; structure/merged cells/formula preservation not tested. - full_vs_chunked: Space documents are extracted/chunked/embedded and relevant sections retrieved with progress/citation displays. Exact direct-attachment full-text thresholds were not established. - formats — Which formats are accepted? [supported]: PDF, Word, Excel, Power Point, Open Document text/presentation, TXT, JSON, Markdown, CSV, SVG; images PNG/JPEG/Web P/HEIC/HEIF/AVIF/BMP/GIF/ICO/TIFF/SVG; audio examples MP3/WAV/AAC/FLAC with group/model restriction. Sources: omnifact:omnifact:files. - limits — What size and count limits apply per file and chat? [partial]: 10 attachments/message;8000 text characters/message;20MB/image;25MB/audio. Space Uploaded Files FAQ says no individual/aggregate file-size limit; ordinary document/chat count ceilings not fully specified. Sources: omnifact:omnifact:files, omnifact:omnifact:uploads. - ocr — Are scanned PDFs read? [partial]: Space upload pipeline documents Apache Tika OCR for scanned PDFs/images; no accuracy fixture. Sources: omnifact:omnifact:uploads. - spreadsheets — Are Excel tables read with structure intact? [partial]: Spreadsheet inputs can be processed with executed Python and native XLSX formulas; structure/merged cells/formula preservation not tested. Sources: omnifact:omnifact:documents. - full_vs_chunked — Is the whole file used or only retrieved parts, and does the user see which? [partial]: Space documents are extracted/chunked/embedded and relevant sections retrieved with progress/citation displays. Exact direct-attachment full-text thresholds were not established. Sources: omnifact:omnifact:uploads, omnifact:omnifact:retrieval. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:files, omnifact:omnifact:uploads, omnifact:omnifact:documents, omnifact:omnifact:retrieval ### 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. #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Spaces persist and share uploaded/connected knowledge. The applicable Pro page quota remains unknown; Enterprise advertises unlimited pages. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro up to50users and Enterprise Spaces; actual Pro page quota unverified; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - Pro page quota is excluded from verified limits until the applicable offer is identified. Connected-source and manual-upload accounting are separate. - persistent_collections — Can users keep document collections across chats? [supported]: Uploaded Files and connected folders persist in a Space for multiple conversations; message attachments remain specific to their conversation. Sources: omnifact:omnifact:spaces. - sharing_scope — Can collections be shared with users, groups or the whole organisation? [supported]: Organization users/groups including Everyone; Admin/Editor manage, Member queries. Groups receive view-only membership; edit grants are individual. Sources: omnifact:omnifact:share. - size_limits — What are the collection limits? [partial]: Enterprise pricing advertises unlimited knowledge pages. Actual Pro page quota is unknown because pricing says25000 while Billing says5000; neither is asserted as an independently applicable limit. The Connected Sources documentation says synced files currently do not count against the manual-upload page quota. Sources: omnifact:omnifact:pricing-rev2, omnifact:omnifact:billing, omnifact:omnifact:sync. - assistant_binding — Can collections be bound to an assistant? [supported]: Space agent uses its own instructions and isolated Uploaded Files/Connected Sources knowledge. Sources: omnifact:omnifact:spaces. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:spaces, omnifact:omnifact:share, omnifact:omnifact:pricing-rev2, omnifact:omnifact:billing, omnifact:omnifact:sync ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Cloud document sync and live first-party MCP integrations cover different system/action scopes. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace, Omnifact Published Spaces, Public API and Enterprise AI Gateway, Omnifact document/chat CLI and XWiki sync; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise cloud document connectors; separately run API-enabled XWiki importer documented at pinned revision; add_ons=Customer-run XWiki sync tool; API access and source credentials required; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - XWiki behavior is documented in a pinned README, with no support/guarantee. It was not implementation-inspected or executed in this pass. - microsoft_365 — Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [partial]: SharePoint, OneDrive Business and personal OneDrive document access/sync. No verified native Outlook/Teams connector in current catalogue. Sources: omnifact:omnifact:integrations. - google_workspace — Which Google sources are connected? [supported]: Drive document sync plus MCP Drive, Docs, Sheets, Slides, Gmail, Calendar, Chat tools. Sources: omnifact:omnifact:integrations. - atlassian — Confluence and Jira? [supported]: Atlassian official MCP for Jira/Confluence search and updates. Sources: omnifact:omnifact:directory. - other_systems — Which other business systems? [partial]: Slack, Zoom, Notion, Hub Spot, Zendesk, Box, Egnyte, Asana, Click Up, Linear, Airtable, Canva, Miro, Lucid, Stripe, Pay Pal, Git Hub/Git Lab, Sentry, PostHog, Supabase, Neon, Webflow, Todoist; official XWiki importer is separate unsupported CLI. Sources: omnifact:omnifact:integrations, omnifact:omnifact:xwiki-sync-rev2. - on_prem_sources — Can on-prem file shares or databases be connected? [partial]: Custom MCP can expose internal systems but cloud deployment blocks private IP/loopback/subnets by default. XWiki REST importer runs where customer executes it; native file-share/database network support is not established. Sources: omnifact:omnifact:mcp-rev2, omnifact:omnifact:xwiki-sync-rev2. - connector_provider — Who builds and maintains each connector? [partial]: Catalogue MCP servers are supplied by listed software vendors; Omnifact manages installation/governance. Document connectors and XWiki tool are Omnifact; support scope varies. Sources: omnifact:omnifact:directory, omnifact:omnifact:integrations, omnifact:omnifact:xwiki-sync-rev2. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:integrations, omnifact:omnifact:directory, omnifact:omnifact:xwiki-sync-rev2, omnifact:omnifact:mcp-rev2 ### 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. #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Personal OAuth tools honor source-account rights; synced content is scoped to Space membership, without a verified per-user ACL mirror. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - source_permissions_respected: OAuth MCP executes only within each user account rights. Space indexed knowledge is available under shared Space membership; per-recipient source ACL enforcement was not established. - enforcement_point: Live OAuth uses source account access. Space retrieval is indexed and checks Space membership; this is not documented as a source-ACL recheck on every query. - revocation_delay: Removing Space/group membership immediately revokes those grants; source document/ACL revocation timing beyond deletion sync was not tested. - admin_scope_controls: Space admins select connected folders; organization enables/removes connectors and tools. No sensitivity-label classifier was established. - Unverified sensitivity_labels: No cross-group source-ACL/revocation fixture or Microsoft Purview sensitivity-label implementation was established. - source_permissions_respected — Are source permissions enforced per user? [partial]: OAuth MCP executes only within each user account rights. Space indexed knowledge is available under shared Space membership; per-recipient source ACL enforcement was not established. Sources: omnifact:omnifact:mcp, omnifact:omnifact:retrieval, omnifact:omnifact:sync. - enforcement_point — Does the source system, a mirrored index or nothing enforce them? [partial]: Live OAuth uses source account access. Space retrieval is indexed and checks Space membership; this is not documented as a source-ACL recheck on every query. Sources: omnifact:omnifact:mcp, omnifact:omnifact:retrieval, omnifact:omnifact:sync. - revocation_delay — How quickly does a removed permission take effect? [partial]: Removing Space/group membership immediately revokes those grants; source document/ACL revocation timing beyond deletion sync was not tested. Sources: omnifact:omnifact:share, omnifact:omnifact:groups. - admin_scope_controls — Can admins exclude sites, folders or labels? [partial]: Space admins select connected folders; organization enables/removes connectors and tools. No sensitivity-label classifier was established. Sources: omnifact:omnifact:sync, omnifact:omnifact:integrations. - sensitivity_labels — Are Microsoft Purview or similar labels respected? [unknown]: Are Microsoft Purview or similar labels respected? Unknown. No cross-group source-ACL/revocation fixture or Microsoft Purview sensitivity-label implementation was established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:mcp, omnifact:omnifact:retrieval, omnifact:omnifact:sync, omnifact:omnifact:share, omnifact:omnifact:groups, omnifact:omnifact:integrations ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Connected documents are indexed on a five-minute cycle; live MCP queries remain separate. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace, Omnifact Published Spaces, Public API and Enterprise AI Gateway, Omnifact document/chat CLI and XWiki sync; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise cloud document connectors; separately run API-enabled XWiki importer documented at pinned revision; add_ons=Customer-run XWiki sync tool; API access and source credentials required; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - XWiki behavior is documented in a pinned README, with no support/guarantee. It was not implementation-inspected or executed in this pass. - live_or_indexed — Is content searched live or copied into an index? [supported]: Connected Sources index selected cloud files; MCP tools query source systems live. XWiki CLI uploads converted Markdown on customer-run sync. Sources: omnifact:omnifact:sync, omnifact:omnifact:integrations, omnifact:omnifact:xwiki-sync-rev2. - sync_interval — How often does an index refresh? [supported]: Connected Sources checks every five minutes; initial indexing may take minutes. XWiki tool is one-shot and requires external cron/systemd/Kubernetes scheduling. Sources: omnifact:omnifact:sync, omnifact:omnifact:xwiki-sync-rev2. - deletion_propagation — How quickly does a deleted document disappear? [supported]: Cloud deletions removed on next five-minute cycle; disconnect permanently removes that source index from Space. XWiki importer tracks deleted/excluded pages on next run. Sources: omnifact:omnifact:sync, omnifact:omnifact:xwiki-sync-rev2. - index_location — Where is indexed content stored? [partial]: DPA maps prefilter files/indexing to Azure Saa S Germany/Frankfurt storage; model embeddings/summaries have provider-dependent paths not fully mapped. Sources: omnifact:omnifact:dpa-rev2. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:sync, omnifact:omnifact:integrations, omnifact:omnifact:xwiki-sync-rev2, omnifact:omnifact:dpa-rev2 ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Passage citations and controllable strict grounding are documented; retrieval quality remains unmeasured. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - no_answer_behaviour: Space instructions can require answers only from uploaded documents and explicit missing-information statements; default guaranteed abstention is not established. - Unverified citation_accuracy, cross_language, observed_accuracy: No DE/FR/EN corpus fixture, citation entailment, cross-language retrieval measurement or observed score was run. - citations — Are answers linked to specific sources? [supported]: Source references identify uploaded document or cloud filename/provider and direct original link; progress shows retrieved document count. Sources: omnifact:omnifact:retrieval, omnifact:omnifact:sync. - citation_accuracy — Do the cited passages support the answer? [unknown]: Do the cited passages support the answer? Unknown. No DE/FR/EN corpus fixture, citation entailment, cross-language retrieval measurement or observed score was run. - cross_language — Does a question in one language find documents in another? [unknown]: Does a question in one language find documents in another? Unknown. No DE/FR/EN corpus fixture, citation entailment, cross-language retrieval measurement or observed score was run. - no_answer_behaviour — Does it say when the corpus has no answer? [partial]: Space instructions can require answers only from uploaded documents and explicit missing-information statements; default guaranteed abstention is not established. Sources: omnifact:omnifact:retrieval. - observed_accuracy — How many of the question set were answered correctly? [unknown]: How many of the question set were answered correctly? Unknown. No DE/FR/EN corpus fixture, citation entailment, cross-language retrieval measurement or observed score was run. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:retrieval, omnifact:omnifact:sync ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Persistent personal instructions exist; automatic cross-chat memory was not established. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - user_memory_controls: Users edit/remove their supplied personalization fields. This is not documentation of viewing/deleting automatically learned memories. - Unverified cross_chat_memory, admin_memory_controls: No automatic fact-memory feature or administrator memory-disable setting was established in account, Space and release documentation. Conversation history is not itself cross-chat memory. - custom_instructions — Can users set persistent instructions? [supported]: Personalization stores role/context and response tone/style/format and sends them in every conversation. These fields bypass the Privacy Filter. Sources: omnifact:omnifact:account. - cross_chat_memory — Does the product remember facts across chats? [unknown]: Does the product remember facts across chats? Unknown. No automatic fact-memory feature or administrator memory-disable setting was established in account, Space and release documentation. Conversation history is not itself cross-chat memory. - user_memory_controls — Can users view, edit and delete memories? [partial]: Users edit/remove their supplied personalization fields. This is not documentation of viewing/deleting automatically learned memories. Sources: omnifact:omnifact:account. - admin_memory_controls — Can admins turn memory off? [unknown]: Can admins turn memory off? Unknown. No automatic fact-memory feature or administrator memory-disable setting was established in account, Space and release documentation. Conversation history is not itself cross-chat memory. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:account ## 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Space agents combine custom instructions, knowledge and shared access with starter prompts. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - creator_permissions: Member role includes Space creation; group permissions control file/code/features. An explicit deny-Space-creation privilege was not established. - prompt_library: Space Starters/template previews and example prompts provide shared starting points; a separate centrally managed standalone prompt-library product was not established. - create_assistants — Can users create assistants with instructions, knowledge and tools? [supported]: Members create Spaces, become Space Admin and set instructions/examples/knowledge. Workspace-level tool availability is governed separately. Sources: omnifact:omnifact:create, omnifact:omnifact:users. - creator_permissions — Can admins limit who creates them? [partial]: Member role includes Space creation; group permissions control file/code/features. An explicit deny-Space-creation privilege was not established. Sources: omnifact:omnifact:users, omnifact:omnifact:groups. - sharing_scope — Can assistants be shared with users, groups or everyone? [supported]: Users or organization groups including Everyone; group membership grants Member only. Sources: omnifact:omnifact:share. - catalogue — Is there an internal assistant directory? [supported]: All/Favorite Spaces directory shows accessible agents with pin/favorite navigation. Sources: omnifact:omnifact:spaces. - prompt_library — Are shared prompt templates available? [partial]: Space Starters/template previews and example prompts provide shared starting points; a separate centrally managed standalone prompt-library product was not established. Sources: omnifact:omnifact:create, omnifact:omnifact:changes. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:create, omnifact:omnifact:users, omnifact:omnifact:groups, omnifact:omnifact:share, omnifact:omnifact:spaces, omnifact:omnifact:changes ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Remote MCP has explicit tool policies, personal OAuth and teamwide static-credential access. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise managed remote MCP; workspace-admin setup and chosen tool policy required; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - Configured policies are documented; initial-discovery defaults remain unknown. Static credentials are shared teamwide as documented and do not provide personal source authorization. - Experimental code/output entitlement is unknown; generic Enterprise early-access wording does not identify an eligible Execute code tier. - builtin_tools — Which tools are built in? [partial]: Web search/browse, Space retrieval, image tools and curated MCP business actions are documented for the scoped workspace. Eligibility for the separate Experimental Execute code and its Python/Office outputs is unknown because the documentation does not map it to Pro or Enterprise. Sources: omnifact:omnifact:web, omnifact:omnifact:retrieval, omnifact:omnifact:images, omnifact:omnifact:documents, omnifact:omnifact:integrations, omnifact:omnifact:groups-rev2. - custom_actions — Can admins add API actions? [partial]: Admins add custom remote MCP URL and discovered tools. Arbitrary non-MCP REST wrappers require an external server. Sources: omnifact:omnifact:mcp-rev2. - mcp_client — Can it use remote MCP servers, and with what admin control? [supported]: Remote HTTP MCP supports OAuth, APIkey, Bearer, customheader ornone. Destination validation blocks private/subnet/metadata endpoints by default. Sources: omnifact:omnifact:mcp-rev2. - tool_auth — Do tools act as the user or as a shared account? [partial]: OAuth requires personal sign-in; static APIkey/Bearer/header/none is central and immediately available teamwide, with no current per-user/group permission for those types. Sources: omnifact:omnifact:mcp-rev2. - tool_approval — Can admins approve or block tools, and can users confirm actions before they run? [partial]: Admins explicitly configure each tool as Always, Approval or Disable. Approval displays the exact request payload with Allow/Deny; later refresh adds new tools disabled. Initial-discovery default is unknown because setup and security sections disagree, so no safe or permissive initial default is asserted. Sources: omnifact:omnifact:mcp-rev2. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:web, omnifact:omnifact:retrieval, omnifact:omnifact:images, omnifact:omnifact:documents, omnifact:omnifact:integrations, omnifact:omnifact:mcp-rev2, omnifact:omnifact:groups-rev2 ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Web research is cited and group-controlled; Brave handles public search. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - search_provider: DPA names Brave Software US as web-search processor; exact request-processing datacentre is not specified. Masked-sensitive queries are blocked before search. - deep_research: Agents can perform multi-step browsing/research; no separately bounded Deep Research report product or benchmark was established. - web_search — Is web search available? [supported]: Automatically triggered when needed or explicitly requested; URL reader caps2MB and excludes login/paywall/captcha pages. Sources: omnifact:omnifact:web. - admin_toggle — Can admins disable it per organisation or group? [supported]: Groups grant web search/browsing additively; remove grant from Everyone/allgroups to disable for targeted users. Sources: omnifact:omnifact:groups. - search_provider — Which search provider handles queries, and where? [partial]: DPA names Brave Software US as web-search processor; exact request-processing datacentre is not specified. Masked-sensitive queries are blocked before search. Sources: omnifact:omnifact:dpa, omnifact:omnifact:web. - deep_research — Is multi-step research with a report available? [partial]: Agents can perform multi-step browsing/research; no separately bounded Deep Research report product or benchmark was established. Sources: omnifact:omnifact:changes, omnifact:omnifact:web. - web_citations — Are web sources cited? [supported]: Numbered citations and original source links accompany search/browse results. Sources: omnifact:omnifact:web. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:web, omnifact:omnifact:groups, omnifact:omnifact:dpa, omnifact:omnifact:changes ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial External n8n nodes support automation; a native scheduled workflow builder is not established. Availability: generally-available Delivery: official-integration Scope: surfaces=Omnifact hosted workspace, Omnifact Published Spaces, Public API and Enterprise AI Gateway, Omnifact document/chat CLI and XWiki sync; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise Published Spaces/Documents API when enabled; AI Gateway nodes require Enterprise; external n8n runs separately; add_ons=External n8n community-node installation; customer-run scheduler/XWiki importer; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - These integrations are pinned README documentation, not executed or source-inspected implementation. A native Omnifact workflow builder/scheduler is not established. - workflow_builder — Is there a workflow or chain builder? [partial]: Vendor-owned repository publishes n8n community nodes for Gateway completions/model list, Published Space chat and document CRUD. The visual builder is external n8n, not an established native Omnifact builder. Sources: omnifact:omnifact:n8n-nodes-omnifact-rev2. - scheduled_tasks — Can prompts or assistants run on a schedule? [partial]: XWiki importer explicitly uses external cron/systemd/Kubernetes Cron Job. Native scheduled prompts/agents were not established. Sources: omnifact:omnifact:xwiki-sync-rev2. - event_triggers — Can external events start a workflow? [unknown]: Can external events start a workflow? Unknown. Native schedule/webhook/event-trigger support was not established from docs, index, changelog and automation integrations. - builder_audience — Is building aimed at business users, IT or developers? [partial]: n8n community-node/API integrations and CLI sync target technical integrators; Space instructions target business users. Sources: omnifact:omnifact:n8n-nodes-omnifact-rev2, omnifact:omnifact:create. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:n8n-nodes-omnifact-rev2, omnifact:omnifact:xwiki-sync-rev2, omnifact:omnifact:create ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Agentic chat plans tools and streams progress with configurable approvals and Stop. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - visible_steps: Tool/search/retrieval progress and expandable reasoning show activity; exact full execution trace was not independently inspected. - side_effect_confirmation: Curated actions wait for confirmation by default; admins choose Always/Approval/Disable. It is not unconditional confirmation for every write under all configurations. - stop_control: Send becomes Stop while response generates; clicking halts generation. Cancellation of already committed external side effects is not established. - agent_mode — Is there an agent mode for multi-step tasks? [supported]: August release rebuilt chat around multi-step agents with automatic tool selection; API optionally enables agentic workflow. Sources: omnifact:omnifact:changes, omnifact:omnifact:api-chat. - visible_steps — Are steps and tool calls shown? [partial]: Tool/search/retrieval progress and expandable reasoning show activity; exact full execution trace was not independently inspected. Sources: omnifact:omnifact:select, omnifact:omnifact:retrieval, omnifact:omnifact:web. - side_effect_confirmation — Must the user confirm actions with side effects? [partial]: Curated actions wait for confirmation by default; admins choose Always/Approval/Disable. It is not unconditional confirmation for every write under all configurations. Sources: omnifact:omnifact:directory, omnifact:omnifact:mcp. - stop_control — Can the user stop a running task? [partial]: Send becomes Stop while response generates; clicking halts generation. Cancellation of already committed external side effects is not established. Sources: omnifact:omnifact:stop. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:changes, omnifact:omnifact:api-chat, omnifact:omnifact:select, omnifact:omnifact:retrieval, omnifact:omnifact:web, omnifact:omnifact:directory, omnifact:omnifact:mcp, omnifact:omnifact:stop ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Spaces/document API and Enterprise Gateway use organization keys with different filtering/credit behavior. Availability: generally-available Delivery: native Scope: surfaces=Omnifact Published Spaces, Public API and Enterprise AI Gateway; version=Public documentation checked 2026-10-21; plan=Pro published Spaces advertised but support enablement needed; Gateway Enterprise opt-in; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - chat_api: Published Spaces chat JSON/SSE with source/agentic headers; Enterprise Gateway OpenAI-compatible completions. Gateway V1 explicitly lacks tool calls and structured outputs. - knowledge_api: Document upload, list, inspect, rename/delete with Space scope and async ingestion; no agent-configuration CRUD endpoint established. - api_governance: Org-level revocable key, enabled-modelcontrols and shared credit budget apply. Gateway hard-stops on exhaustion; Published Space API disables Privacy Filter. Fine-grained API-key scopes/end-user identities/audit parity were not established. - Unverified mcp_server: No first-party Omnifact MCP server exposing platform agents was established; inbound MCP client integrations are distinct. - chat_api — Is there an API for chat and assistants? [partial]: Published Spaces chat JSON/SSE with source/agentic headers; Enterprise Gateway OpenAI-compatible completions. Gateway V1 explicitly lacks tool calls and structured outputs. Sources: omnifact:omnifact:api-chat, omnifact:omnifact:gateway. - knowledge_api — Can documents be loaded through an API? [partial]: Document upload, list, inspect, rename/delete with Space scope and async ingestion; no agent-configuration CRUD endpoint established. Sources: omnifact:omnifact:api-docs. - api_governance — Do audit, budgets and model rules apply to API use? [partial]: Org-level revocable key, enabled-modelcontrols and shared credit budget apply. Gateway hard-stops on exhaustion; Published Space API disables Privacy Filter. Fine-grained API-key scopes/end-user identities/audit parity were not established. Sources: omnifact:omnifact:developer, omnifact:omnifact:gateway, omnifact:omnifact:published, omnifact:omnifact:model-settings. - mcp_server — Does the product expose itself to other agents over MCP? [unknown]: Does the product expose itself to other agents over MCP? Unknown. No first-party Omnifact MCP server exposing platform agents was established; inbound MCP client integrations are distinct. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:api-chat, omnifact:omnifact:gateway, omnifact:omnifact:api-docs, omnifact:omnifact:developer, omnifact:omnifact:published, omnifact:omnifact:model-settings ## 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Browser and mobile web access are advertised; native and managed clients remain unverified. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - mobile_apps: Pricing lists Mobile Web App and model picker adapts to small screens; no native i OS/Android app with SSO was established. - client_feature_gaps: Mobile effort picker is inline rather than flyout; broader mobile feature parity is not specified. - Unverified desktop_apps, browser_extension, managed_deployment: No verified Windows/mac OS native app, browser extension/sidebar or MDM client rollout guide was found. Vendor internal MDM in DPA is not customer client deployment. - web — Is a full web client available? [supported]: Full Saa S browser client provides chat and Spaces. Sources: omnifact:omnifact:home. - desktop_apps — Windows and macOS apps? [unknown]: Windows and mac OS apps? Unknown. No verified Windows/mac OS native app, browser extension/sidebar or MDM client rollout guide was found. Vendor internal MDM in DPA is not customer client deployment. - mobile_apps — iOS and Android apps with SSO? [partial]: Pricing lists Mobile Web App and model picker adapts to small screens; no native i OS/Android app with SSO was established. Sources: omnifact:omnifact:pricing, omnifact:omnifact:select. - browser_extension — Is there a browser extension or sidebar? [unknown]: Is there a browser extension or sidebar? Unknown. No verified Windows/mac OS native app, browser extension/sidebar or MDM client rollout guide was found. Vendor internal MDM in DPA is not customer client deployment. - managed_deployment — Can IT deploy and configure clients through MDM? [unknown]: Can IT deploy and configure clients through MDM? Unknown. No verified Windows/mac OS native app, browser extension/sidebar or MDM client rollout guide was found. Vendor internal MDM in DPA is not customer client deployment. - client_feature_gaps — Which features are missing on mobile? [partial]: Mobile effort picker is inline rather than flyout; broader mobile feature parity is not specified. Sources: omnifact:omnifact:select. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:home, omnifact:omnifact:pricing, omnifact:omnifact:select ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Office files and live Google connectors exist; embedded office/Teams apps are unverified. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - word_excel_powerpoint: Generates DOCX/XLSX/PPTX and modifies uploaded files, but this does not establish in-Word/Excel/Power Point add-ins. - google_workspace_apps: Google Docs/Sheets/Slides/Gmail/Calendar/Chat MCP actions run from Omnifact after personal OAuth; embedded add-ons were not established. - licence_prerequisites: Microsoft document access may require tenantwide admin consent; all OAuth integrations need individual authorized source accounts and third-party entitlements. Exact office-suite licence matrix not established. - Unverified outlook, teams: No current native Outlook add-in or Teams chat app/bot was established in documentation/catalogue. - word_excel_powerpoint — Does it work inside Word, Excel and PowerPoint? [partial]: Generates DOCX/XLSX/PPTX and modifies uploaded files, but this does not establish in-Word/Excel/Power Point add-ins. Sources: omnifact:omnifact:documents. - outlook — Does it work inside Outlook? [unknown]: Does it work inside Outlook? Unknown. No current native Outlook add-in or Teams chat app/bot was established in documentation/catalogue. - teams — Is there a Teams app or bot? [unknown]: Is there a Teams app or bot? Unknown. No current native Outlook add-in or Teams chat app/bot was established in documentation/catalogue. - google_workspace_apps — Does it work inside Docs, Sheets or Gmail? [partial]: Google Docs/Sheets/Slides/Gmail/Calendar/Chat MCP actions run from Omnifact after personal OAuth; embedded add-ons were not established. Sources: omnifact:omnifact:integrations. - licence_prerequisites — Which licences or consents are needed? [partial]: Microsoft document access may require tenantwide admin consent; all OAuth integrations need individual authorized source accounts and third-party entitlements. Exact office-suite licence matrix not established. Sources: omnifact:omnifact:sync, omnifact:omnifact:integrations. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:documents, omnifact:omnifact:integrations, omnifact:omnifact:sync ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Persistent style instructions support writing; specialized document translation is unverified. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - formality_and_variants: Personal response instructions can request formal/casual tone and style. Specific de-CH controls or terminology enforcement were not documented. - writing_tools: Chat supports drafting and rewriting via instructions and document generation; a dedicated proofreading/translation toolbar was not established. - Unverified document_translation, translation_engine, glossaries: Formatting-preserving full-document translation, named engine and company glossary were not established in docs, model catalogue or integrations. - document_translation — Can whole documents be translated with formatting kept? [unknown]: Can whole documents be translated with formatting kept? Unknown. Formatting-preserving full-document translation, named engine and company glossary were not established in docs, model catalogue or integrations. - translation_engine — Which engine translates? [unknown]: Which engine translates? Unknown. Formatting-preserving full-document translation, named engine and company glossary were not established in docs, model catalogue or integrations. - glossaries — Are company glossaries supported? [unknown]: Are company glossaries supported? Unknown. Formatting-preserving full-document translation, named engine and company glossary were not established in docs, model catalogue or integrations. - formality_and_variants — Can formality and regional variants (de-CH) be set? [partial]: Personal response instructions can request formal/casual tone and style. Specific de-CH controls or terminology enforcement were not documented. Sources: omnifact:omnifact:account. - writing_tools — Are dedicated rewrite and proofreading tools available? [partial]: Chat supports drafting and rewriting via instructions and document generation; a dedicated proofreading/translation toolbar was not established. Sources: omnifact:omnifact:account, omnifact:omnifact:documents. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:account, omnifact:omnifact:documents ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Image generation and edits use configured OpenAI/Google models under group permission. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - image_generation: Model Settings lists GPTImage2/1.5/1/1Mini, Nano Banana/Pro/2; September notes add GPTImage2.5Flare/Sunburst and October Nano Banana2.1 direct Google. EU generation remains Nano Banana2 because2.1 is not on Google Cloud EU. - admin_control: Generate Images is group-granted; model enablement/default is organization-wide. Image/audio contents bypass PII masking and retain route constraints. - Unverified usage_terms: Model-specific output licence/commercial rights were not established; general software rights do not define image-output ownership. - image_generation — Can users generate images, with which models? [partial]: Model Settings lists GPTImage2/1.5/1/1Mini, Nano Banana/Pro/2; September notes add GPTImage2.5Flare/Sunburst and October Nano Banana2.1 direct Google. EU generation remains Nano Banana2 because2.1 is not on Google Cloud EU. Sources: omnifact:omnifact:model-settings, omnifact:omnifact:changes. - image_editing — Can users edit uploaded images? [supported]: Uploaded reference images can be transformed with text instructions; results appear in gallery and download. Sources: omnifact:omnifact:images. - admin_control — Can admins restrict image generation? [partial]: Generate Images is group-granted; model enablement/default is organization-wide. Image/audio contents bypass PII masking and retain route constraints. Sources: omnifact:omnifact:groups, omnifact:omnifact:model-settings, omnifact:omnifact:privacy. - usage_terms — What usage rights apply to output? [unknown]: What usage rights apply to output? Unknown. Model-specific output licence/commercial rights were not established; general software rights do not define image-output ownership. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:model-settings, omnifact:omnifact:changes, omnifact:omnifact:images, omnifact:omnifact:groups, omnifact:omnifact:privacy ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Experimental dictation/audio input exists; meeting bot/live voice coverage is unverified. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - dictation: Experimental Dictate Messages requires enabled Azure OpenAI; audio bypasses filtering and speech is converted to text. - meeting_summaries: Uploaded meeting transcripts can be summarized and Zoom integration searches/recaps recordings; no native automatic meeting-joining/transcription bot was established. - Unverified read_aloud, voice_conversation, swiss_german_speech: No live voice conversation, read-aloud capability or Swiss German recognition/quality fixture was established. - dictation — Can users dictate prompts? [partial]: Experimental Dictate Messages requires enabled Azure OpenAI; audio bypasses filtering and speech is converted to text. Sources: omnifact:omnifact:groups. - read_aloud — Can answers be read aloud? [unknown]: Can answers be read aloud? Unknown. No live voice conversation, read-aloud capability or Swiss German recognition/quality fixture was established. - voice_conversation — Is a live voice mode available? [unknown]: Is a live voice mode available? Unknown. No live voice conversation, read-aloud capability or Swiss German recognition/quality fixture was established. - meeting_summaries — Are meetings transcribed and summarised? [partial]: Uploaded meeting transcripts can be summarized and Zoom integration searches/recaps recordings; no native automatic meeting-joining/transcription bot was established. Sources: omnifact:omnifact:directory, omnifact:omnifact:documents. - swiss_german_speech — Is Swiss German speech recognised? [unknown]: Is Swiss German speech recognised? Unknown. No live voice conversation, read-aloud capability or Swiss German recognition/quality fixture was established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:groups, omnifact:omnifact:directory, omnifact:omnifact:documents ### 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 #### Omnifact 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Shared Spaces organize agents/knowledge; multi-user conversations and complete source-safe redistribution are unverified. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - share_permission_boundary: Space members can see referenced uploaded knowledge. Personal OAuth MCP follows each source account, but Space source-ACL rechecking and generated-answer resharing boundaries were not tested. - Unverified share_chats, group_chat: Sharing individual chat links and simultaneous group conversation were not explicitly established; shared Space access alone is insufficient evidence. - share_chats — Can chats be shared inside the organisation? [unknown]: Can chats be shared inside the organisation? Unknown. Sharing individual chat links and simultaneous group conversation were not explicitly established; shared Space access alone is insufficient evidence. - team_spaces — Are shared projects or workspaces available? [supported]: Space instructions, knowledge and membership are shared with users/groups; conversations remain organized under the Space. Sources: omnifact:omnifact:spaces, omnifact:omnifact:share. - group_chat — Can several people chat together with the AI? [unknown]: Can several people chat together with the AI? Unknown. Sharing individual chat links and simultaneous group conversation were not explicitly established; shared Space access alone is insufficient evidence. - share_permission_boundary — Does sharing respect the recipient's access to sources? [partial]: Space members can see referenced uploaded knowledge. Personal OAuth MCP follows each source account, but Space source-ACL rechecking and generated-answer resharing boundaries were not tested. Sources: omnifact:omnifact:share, omnifact:omnifact:mcp, omnifact:omnifact:sync. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:spaces, omnifact:omnifact:share, omnifact:omnifact:mcp, omnifact:omnifact:sync ### 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. #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial English and German UI are documented; language quality and accessibility are untested. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - admin_ui_languages: A separate German admin documentation tree is published; this does not verify complete German in-app admin translation. - Unverified dach_language_quality, accessibility_statement: No DE/FR/IT UI-quality fixture or WCAG conformance statement was obtained. French/Italian UI is not in the documented EN/DE selector. - ui_languages — Which UI languages are offered? [supported]: Account language selector offers English/German, otherwise browser-language default. Sources: omnifact:omnifact:account. - dach_language_quality — Are German, French and Italian UIs complete and natural? [unknown]: Are German, French and Italian UIs complete and natural? Unknown. No DE/FR/IT UI-quality fixture or WCAG conformance statement was obtained. French/Italian UI is not in the documented EN/DE selector. - accessibility_statement — Is there a WCAG conformance statement? [unknown]: Is there a WCAG conformance statement? Unknown. No DE/FR/IT UI-quality fixture or WCAG conformance statement was obtained. French/Italian UI is not in the documented EN/DE selector. - admin_ui_languages — Is the admin interface available in German? [partial]: A separate German admin documentation tree is published; this does not verify complete German in-app admin translation. Sources: omnifact:omnifact:account. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:account ## 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Enterprise SAML2.0 uses identity-provider MFA and conditional-access policies; nativeTOTP entitlement is outside this finding. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Enterprise SAML/SSO only; nativeTOTP entitlement excluded; add_ons=Enterprise SSO enablement; identity-provider MFA/conditional access; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - The supported MFA path here is the Enterprise identity provider. Native password/TOTP accounts require separate plan verification. - sso_protocols — Which SSO protocols and identity providers work? [supported]: SAML2.0 via SSO Ready; Entra ID, Okta, Keycloak and SAML-compatible Id Ps. OIDC was not established. Sources: omnifact:omnifact:users, omnifact:omnifact:sso-blog, omnifact:omnifact:public-sector. - sso_plan — Which plan includes SSO? [supported]: SSO/SCIM exclusive to Enterprise and support-enabled configuration. Sources: omnifact:omnifact:users. - mfa — Can MFA be enforced? [partial]: For Enterprise SAML/SSO users, authentication and MFA are controlled by the identity provider; Omnifact native2FA setup is hidden. No nativeTOTP entitlement for Pro or Enterprise is asserted. Sources: omnifact:omnifact:security-rev2, omnifact:omnifact:sso-blog. - conditional_access — Do Entra conditional-access policies apply? [partial]: SSO announcement says existing Id P conditional access/MFA/password rules apply; Entra device/location combinations were not tested. Sources: omnifact:omnifact:sso-blog. - domain_capture — Can the company claim its email domain? [unknown]: Can the company claim its email domain? Unknown. No verified company-domain capture/ownership process was established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:users, omnifact:omnifact:sso-blog, omnifact:omnifact:public-sector, omnifact:omnifact:security-rev2, omnifact:omnifact:auth ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Enterprise SCIM synchronizes users/groups; deactivation blocks login while detailed asset disposition remains unknown. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - jit_provisioning: Provisioned status includes SSO/SCIM-created accounts before first login; invitations are skipped for SSO. Exact just-in-time account trigger not specified. - deprovisioning: Deactivated users cannot log in; only unaccepted invitees can be permanently deleted from user list. Space removal keeps prior contributions; full leaver private data/agent ownership effects unspecified. - seat_assignment: Active and invited users count as seats; adding prorates cost, removal credits next invoice. Deactivated-seat billing treatment not fully specified. - scim — Is SCIM provisioning supported? [supported]: Dedicated sso-sync creates, updates anddeactivates users automatically; manual creation/profile/role/CSV changes are locked under SCIM. Sources: omnifact:omnifact:users. - group_sync — Are identity-provider groups synced? [supported]: Entra, Okta or Google Workspace groups mirror into immutable-membership Synced Groups with Omnifact-managed permissions. Sources: omnifact:omnifact:groups. - jit_provisioning — Are users created at first login? [partial]: Provisioned status includes SSO/SCIM-created accounts before first login; invitations are skipped for SSO. Exact just-in-time account trigger not specified. Sources: omnifact:omnifact:users. - deprovisioning — What happens to a removed user's data and shared assets? [partial]: Deactivated users cannot log in; only unaccepted invitees can be permanently deleted from user list. Space removal keeps prior contributions; full leaver private data/agent ownership effects unspecified. Sources: omnifact:omnifact:users, omnifact:omnifact:share. - seat_assignment — Can admins assign and reclaim seats? [partial]: Active and invited users count as seats; adding prorates cost, removal credits next invoice. Deactivated-seat billing treatment not fully specified. Sources: omnifact:omnifact:billing. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:users, omnifact:omnifact:groups, omnifact:omnifact:share, omnifact:omnifact:billing ### 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. #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Owner/Admin/Member and Space roles combine with additive groups. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - multi_entity: Organization tenant separation and department Space/group boundaries are described; terms prohibit multiple accounts for one company and usage beyond own personnel without agreement. Multi-subsidiary contract rights were not established. - admin_roles — Which admin roles exist, and can admin rights be delegated? [supported]: Owner includes Admin/Member, Admin includes Member; Admin manages team users/settings except Owner. Space Admin/Editor is separate, with optional Knowledge Base Manager in DPA. Sources: omnifact:omnifact:users, omnifact:omnifact:share, omnifact:omnifact:dpa. - groups — Can permissions be set per group? [supported]: Everyone, SCIM-synced andmanual groups; permissions union rather than deny. Sources: omnifact:omnifact:groups. - feature_toggles — Which features can be switched on or off per group? [supported]: Group grants file/image uploads, audio, web, imagegeneration, code, dictation, modeltiers, USmodels, filterexemption; organization models/features must also be enabled. Sources: omnifact:omnifact:groups. - multi_entity — Can subsidiaries or departments be separated within one contract? [partial]: Organization tenant separation and department Space/group boundaries are described; terms prohibit multiple accounts for one company and usage beyond own personnel without agreement. Multi-subsidiary contract rights were not established. Sources: omnifact:omnifact:dpa, omnifact:omnifact:terms, omnifact:omnifact:share. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:users, omnifact:omnifact:share, omnifact:omnifact:dpa, omnifact:omnifact:groups, omnifact:omnifact:terms ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Enterprise adoption analytics show active users and message counts; deeper breakdown/export controls are unknown. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Enterprise Usage Analytics & Insights; Pro excluded; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - Dashboard scope is organization/day level; additional model/group/assistant breakdowns and export remain unverified. - adoption_dashboard — Is there an adoption dashboard? [supported]: Analytics provides date-range totals and daily active-user/message charts with interactive metric toggles; Enterprise-only in pricing. Sources: omnifact:omnifact:analytics-rev2, omnifact:omnifact:pricing-rev2. - breakdowns — Can usage be broken down by group, model, feature and assistant? [partial]: Documented dashboard is organization/day level. Model, group, feature andassistant breakdown matrix was not established. Sources: omnifact:omnifact:analytics-rev2. - export — Can usage data be exported? [unknown]: Can usage data be exported? Unknown. No documented analytics export/API or configurable individual-reporting controls were established. Direct HTML retrieval returned403; public cached official page was retrieved through the web tool. - privacy_modes — Can per-person reporting be limited or pseudonymised? [partial]: DPA describes anonymized PostHog feature-use analytics without individual attribution; separate customer-visible reporting privacy toggles were not established. Sources: omnifact:omnifact:dpa-rev2. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:analytics-rev2, omnifact:omnifact:pricing-rev2, omnifact:omnifact:dpa-rev2 ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Shared pooled credits and model permissions constrain spend; individual financial allocation is unspecified. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - cost_visibility: Billing shows pooled real-time consumption andforecast; Enterprise detailed real-time dashboard is described as forthcoming, while total used is available. - budgets: Organization pooled allowance and manual additional-credit recharge. Model-tier and USroute access can be group-controlled, but per-user/group monetary hard caps were not established. - Unverified chargeback: No cost-centre chargeback export or complete cost-per-user/group allocation interface was established. - cost_visibility — Can admins see cost or consumption per user and group? [partial]: Billing shows pooled real-time consumption andforecast; Enterprise detailed real-time dashboard is described as forthcoming, while total used is available. Sources: omnifact:omnifact:billing. - budgets — Can budgets be set per user or group? [partial]: Organization pooled allowance and manual additional-credit recharge. Model-tier and USroute access can be group-controlled, but per-user/group monetary hard caps were not established. Sources: omnifact:omnifact:billing, omnifact:omnifact:groups. - budget_enforcement — Does reaching a budget alert, block or downgrade? [supported]: Monthly budget: chat downgrades to enabled fallbacks; Gateway hard-blocks all calls on exhausted credits. Daily message quota disables send until reset. Sources: omnifact:omnifact:limits, omnifact:omnifact:gateway, omnifact:omnifact:chat. - chargeback — Can costs be exported per cost centre? [unknown]: Can costs be exported per cost centre? Unknown. No cost-centre chargeback export or complete cost-per-user/group allocation interface was established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:billing, omnifact:omnifact:groups, omnifact:omnifact:limits, omnifact:omnifact:gateway, omnifact:omnifact:chat ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial DPA documents append-only admin logs for at least 90 days; content compliance export is unverified. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - log_retention: Administrative logs retained at least 90 days; content retention is customer-configured but not a published compliance archive. - Unverified content_logging, siem_export, ediscovery: No full prompts/answers archive configuration, SIEM streaming/export or e Discovery/legal hold interface was established. Id P authentication logs are distinct from platform audit exports. - admin_events — Are admin and security events logged? [supported]: TOM2.5 records user-status changes/resource deletions with user attribution, UTC timestamps, encrypted transport/storage and append-only protection; event coverage can expand. Sources: omnifact:omnifact:dpa. - content_logging — Can prompts and answers be retained for compliance, and is it configurable? [unknown]: Can prompts and answers be retained for compliance, and is it configurable? Unknown. No full prompts/answers archive configuration, SIEM streaming/export or e Discovery/legal hold interface was established. Id P authentication logs are distinct from platform audit exports. - siem_export — Can logs stream to a SIEM or be exported? [unknown]: Can logs stream to a SIEM or be exported? Unknown. No full prompts/answers archive configuration, SIEM streaming/export or e Discovery/legal hold interface was established. Id P authentication logs are distinct from platform audit exports. - ediscovery — Are eDiscovery and legal hold supported? [unknown]: Are e Discovery and legal hold supported? Unknown. No full prompts/answers archive configuration, SIEM streaming/export or e Discovery/legal hold interface was established. Id P authentication logs are distinct from platform audit exports. - log_retention — How long are logs kept? [partial]: Administrative logs retained at least 90 days; content retention is customer-configured but not a published compliance archive. Sources: omnifact:omnifact:dpa. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:dpa ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Default Privacy Filter combines local NER/regex masking with several explicit bypass paths. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise, filter defaults enabled; user exemptions/advanced feature flags qualified; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - pii_detection: Names, addresses, email, phone, IPv4, US/German IDs/passports, tax/pensionnumbers, IBAN/BIC/card/routing/account numbers, companies anddocument filenames. Media bytes are not scanned; AHV recognition untested. - pii_action: Detected strings replaced with placeholders then restored in output; web queries containing masked values are blocked. Click-to-Reveal confirms sending individual terms; optional%%exemption defaults off andrequires Support. Group exemptions may disable filtering per agent/Space. - custom_patterns: Vendor detector uses custom-trained SLMNER andregex, but customer-defined pattern/dictionary UI/API was not established. Optional%%syntax bypasses rather than adds detection. - filter_location: DPA places filter within Azure Germany West Central, Frankfurt before external model. MCP arguments/results, code, sandbox, images/audio bytes, personalization and Published Space API bypass filtering by design. - Unverified dlp_integration: No existing third-party DLP/Purview integration or synthetic AHV/IBAN accuracy fixture was established. - pii_detection — Is personal data detected in prompts and files? [partial]: Names, addresses, email, phone, IPv4, US/German IDs/passports, tax/pensionnumbers, IBAN/BIC/card/routing/account numbers, companies anddocument filenames. Media bytes are not scanned; AHV recognition untested. Sources: omnifact:omnifact:dpa, omnifact:omnifact:files, omnifact:omnifact:privacy. - pii_action — Is it redacted, masked, blocked or only warned? [partial]: Detected strings replaced with placeholders then restored in output; web queries containing masked values are blocked. Click-to-Reveal confirms sending individual terms; optional%%exemption defaults off andrequires Support. Group exemptions may disable filtering per agent/Space. Sources: omnifact:omnifact:privacy, omnifact:omnifact:web, omnifact:omnifact:groups, omnifact:omnifact:dpa. - custom_patterns — Can admins add custom patterns or terms? [partial]: Vendor detector uses custom-trained SLMNER andregex, but customer-defined pattern/dictionary UI/API was not established. Optional%%syntax bypasses rather than adds detection. Sources: omnifact:omnifact:dpa. - dlp_integration — Does it integrate with an existing DLP product? [unknown]: Does it integrate with an existing DLP product? Unknown. No existing third-party DLP/Purview integration or synthetic AHV/IBAN accuracy fixture was established. - filter_location — Where does filtering run? [partial]: DPA places filter within Azure Germany West Central, Frankfurt before external model. MCP arguments/results, code, sandbox, images/audio bytes, personalization and Published Space API bypass filtering by design. Sources: omnifact:omnifact:dpa, omnifact:omnifact:privacy, omnifact:omnifact:published, omnifact:omnifact:account. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:dpa, omnifact:omnifact:files, omnifact:omnifact:privacy, omnifact:omnifact:web, omnifact:omnifact:groups, omnifact:omnifact:published, omnifact:omnifact:account ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Company/Space instructions and privacy/tool governance exist; mandatory policy workflows are unverified. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - org_instructions: Teamdescription supplies businesscontext; Spaceinstructions set response behavior and strict grounding. No guaranteed immutable organization safety instruction hierarchy was established. - content_filters: Organization PIImasking, group capabilities/modelroutes andper-tool approval/block settings are documented. General topic/abusefilter customization was not established. - Unverified usage_notice, violation_reporting: No mandatory AI-use-policy acknowledgement, admin policy-hit dashboard or configurable general content-filter taxonomy was established. - org_instructions — Can admins set organisation-wide instructions? [partial]: Teamdescription supplies businesscontext; Spaceinstructions set response behavior and strict grounding. No guaranteed immutable organization safety instruction hierarchy was established. Sources: omnifact:omnifact:company, omnifact:omnifact:create, omnifact:omnifact:retrieval. - usage_notice — Can users be required to accept a usage policy? [unknown]: Can users be required to accept a usage policy? Unknown. No mandatory AI-use-policy acknowledgement, admin policy-hit dashboard or configurable general content-filter taxonomy was established. - content_filters — Are content filters configurable? [partial]: Organization PIImasking, group capabilities/modelroutes andper-tool approval/block settings are documented. General topic/abusefilter customization was not established. Sources: omnifact:omnifact:privacy, omnifact:omnifact:groups, omnifact:omnifact:mcp. - violation_reporting — Are policy hits visible to admins? [unknown]: Are policy hits visible to admins? Unknown. No mandatory AI-use-policy acknowledgement, admin policy-hit dashboard or configurable general content-filter taxonomy was established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:company, omnifact:omnifact:create, omnifact:omnifact:retrieval, omnifact:omnifact:privacy, omnifact:omnifact:groups, omnifact:omnifact:mcp ## 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Hosted primary workspace storage is in Azure EU. Germany-only processing and complete backup/log/support residency are not established; model and metadata routes differ. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace, Omnifact Published Spaces, Public API and Enterprise AI Gateway; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise hosted Azure platform storage; model and edge-metadata routes separately scoped; add_ons=Enterprise AI Gateway where named; provider/model route and eu/ prefix selected explicitly; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - The storage finding covers primary workspace content, not every model/edge/support processing path. No Germany-only or whole-service EU-only guarantee is made. - storage_region — Where are chats, files and indexes stored? [partial]: Hosted raw chats/files/indexed workspace content uses Azure infrastructure in the EU. DPA identifies GermanyWestCentral/Frankfurt; the live infrastructure register also names NL/SE/IE. Only EU primary-platform storage is claimed here; a Germany-only deployment footprint is not established. Sources: omnifact:omnifact:dpa-rev2, omnifact:omnifact:trust-rev2. - inference_region — Where do model calls run, per provider? [supported]: EU routes include Azure OpenAI, Google Cloud EU for Gemini/Anthropic, and Mistral EU. Direct OpenAI/Anthropic US and Google API global routes also exist. Gateway needs eu/ prefix; unprefixed IDs never use EU backends. Sources: omnifact:omnifact:models, omnifact:omnifact:vertex, omnifact:omnifact:gateway, omnifact:omnifact:trust-rev2. - backups_logs_region — Where are backups, logs and telemetry? [unknown]: Unknown per-service backup/log geography for a particular contract. DPA Frankfurt/EU wording and the broader Azure DE/NL/SE/IE register do not map each backup stream. Cloudflare EU/US edge metadata/security logs are separate from platform document storage. - support_access_region — From where can vendor staff access data? [partial]: Pricing names German and US service teams; DPA permits justified, time-limited production access. Staff physical access locations by task are not specified. Sources: omnifact:omnifact:pricing-rev2, omnifact:omnifact:dpa-rev2. - swiss_hosting — Is Swiss hosting available? [unknown]: Is Swiss hosting available? Unknown. No full Swiss platform/backup/support hosting option was established. - residency_plan — Which plan or option provides residency? [partial]: Pro/Enterprise pricing offers EU cloud storage and EU model routes. This does not establish all-service EU residency. Enterprise Gateway requests require eu/ model IDs for EU backends; direct/global model routes and edge metadata have different geography. Sources: omnifact:omnifact:pricing-rev2, omnifact:omnifact:gateway, omnifact:omnifact:providers-rev2, omnifact:omnifact:trust-rev2. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:dpa-rev2, omnifact:omnifact:models, omnifact:omnifact:vertex, omnifact:omnifact:gateway, omnifact:omnifact:trust-rev2, omnifact:omnifact:pricing-rev2, omnifact:omnifact:groups-rev2, omnifact:omnifact:providers-rev2 ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Saa S, customer-cloud and on-premise are offered without published private-deployment minimums. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace, Omnifact Enterprise customer-cloud/on-premise; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise Saa S; Enterprise quoted private deployment; add_ons=Deployment/infrastructure/operator costs quoted; deployment_mode=not specified; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - dedicated_instance: Managed, own-cloud and on-premise are advertised; a distinct dedicated Saa S specification and seat threshold were not established. - customer_cloud: Own/private cloud is available on request; minimum seats/spend, operating roles and supported infrastructure are not public. - on_premise: Enterprise on-premise option includes municipal datacenters; numeric minimum and architecture requirements are unpublished. - Unverified air_gapped, mode_feature_gaps: Air-gapped operation and per-mode feature/egress parity were not established; a general self-hosting article is not a deployment specification. - multi_tenant_saas — Is a shared SaaS offered? [supported]: Cloud Saa S uses logical organization/client separation. Sources: omnifact:omnifact:terms, omnifact:omnifact:dpa. - dedicated_instance — Is a dedicated single-tenant instance offered, from what size? [partial]: Managed, own-cloud and on-premise are advertised; a distinct dedicated Saa S specification and seat threshold were not established. Sources: omnifact:omnifact:home. - customer_cloud — Can it run in the customer's own cloud account, from what size? [partial]: Own/private cloud is available on request; minimum seats/spend, operating roles and supported infrastructure are not public. Sources: omnifact:omnifact:home, omnifact:omnifact:public-sector. - on_premise — Can the whole platform run on customer infrastructure, from what size? [partial]: Enterprise on-premise option includes municipal datacenters; numeric minimum and architecture requirements are unpublished. Sources: omnifact:omnifact:pricing, omnifact:omnifact:public-sector. - air_gapped — Can it run without internet access? [unknown]: Can it run without internet access? Unknown. Air-gapped operation and per-mode feature/egress parity were not established; a general self-hosting article is not a deployment specification. - mode_feature_gaps — Which features are missing outside SaaS? [unknown]: Which features are missing outside Saa S? Unknown. Air-gapped operation and per-mode feature/egress parity were not established; a general self-hosting article is not a deployment specification. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:terms, omnifact:omnifact:dpa, omnifact:omnifact:home, omnifact:omnifact:public-sector, omnifact:omnifact:pricing ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Managed-route documentation promises no model training. Applicable upstream retention, ZDR eligibility and human-review exceptions remain unknown. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace, Omnifact Published Spaces, Public API and Enterprise AI Gateway; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise managed chat routes; AI Gateway statements apply only to the Enterprise API module; actual upstream retention unverified; add_ons=Enterprise AI Gateway enablement where explicitly named; BYOK under customer-provider agreement; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - No universal provider ZDR finding is made. The advertised ZDR option is not treated as unsupported; its applicable terms remain a gap. - vendor_training — Does the vendor train on customer content? [supported]: Vendor says it never uses customer data to train its own models. Sources: omnifact:omnifact:privacy-intro. - provider_training — Do model providers train on it under this product's contracts? [partial]: The vendor promises no underlying-provider training for the Enterprise AI Gateway. BYOK processing is under the customer-provider agreement; no managed-route promise is extended to arbitrary customer keys. Sources: omnifact:omnifact:gateway-web, omnifact:omnifact:dpa-rev2. - provider_retention — How long do model providers keep prompts, including for abuse monitoring? [unknown]: Unknown applicable duration per enabled model/provider/project. The Trust register describes typical directOpenAI30-day retention and configuration-dependent Google logging, while EU-route pages advertise ZDR. These are not mapped to an actual customer route/contract, so no model-specific retention guarantee is asserted. - zero_retention — Is zero data retention available, and on which plan? [unknown]: Unknown verified ZDR eligibility and scope per Pro/Enterprise model route. Gateway payload handling and EU-route marketing do not establish the upstream provider agreement or every safety/logging exception. Workspace database storage is separate. - human_review — Can provider staff review content? [partial]: Provider processing summaries are request-only in Trust Center; human abuse-review exceptions by provider/model were not established. Sources: omnifact:omnifact:trust-rev2. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:privacy-intro, omnifact:omnifact:gateway-web, omnifact:omnifact:dpa-rev2, omnifact:omnifact:trust-rev2, omnifact:omnifact:vertex ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial DPA contract-end return/approved-destruction duties are separate from support-request deletion and backup retention. A guaranteed runtime exit window remains unknown. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise published DPA return/deletion obligations; actual runtime exit and account-deletion timing unverified; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - The finding states separate contractual and documented operational procedures. It does not turn a support-request clock into an exit grace period. - default_retention — What is retained and for how long by default? [partial]: DPA: database PITR30 days with daily snapshots/continuous WAL; weekly pg_dump fallback; blob soft-delete14 days. Universal default chat/file retention is unspecified. Sources: omnifact:omnifact:dpa-rev2. - admin_retention — Can admins set retention periods? [partial]: DPA permits organization administrators to set customer-data retention; UI range and per-object options are not published. Sources: omnifact:omnifact:dpa-rev2. - user_deletion — Can users delete their chats and files permanently? [partial]: The Space uploaded-file guide describes permanent deletion of a selected file. Registered-user/profile and whole-organization runtime deletion semantics are not established here; the user-list Delete operation applies to unaccepted invitations. Sources: omnifact:omnifact:uploads, omnifact:omnifact:users. - contract_end_deletion — What is deleted at contract end, and when? [partial]: DPA9.2 requires return or controller-approved destruction no later than contract end, except legal retention;9.3 permits proof-of-processing documentation retention. The TOM separately describes support-request organization deletion within30days and backups aging out. No guaranteed post-termination self-service access window or tested runtime completion time is inferred. Sources: omnifact:omnifact:dpa-rev2. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:dpa-rev2, omnifact:omnifact:users, omnifact:omnifact:uploads ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial DPA defines processor-change notice and transfer safeguards; a complete current contract-specific supplier/entity/country register remains unknown. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise standard hosted DPA; optional model-provider routes only under the applicable contract/instruction; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - Neither public list is silently treated as complete. Ordinary notification/transfer contract terms remain distinct from a verified current processing inventory. - subprocessor_list — Is a dated sub-processor list published? [unknown]: Unknown complete current plan-specific processor inventory. DPAAnnex4 and the live Trust register publish different sets; no source establishes a consolidated applicable list or the role of every listed provider for a given contract. - subprocessor_countries — Which countries do sub-processors operate in? [unknown]: Unknown complete country/legal-entity matrix for the scoped contract. Azure infrastructure and Cloudflare metadata have different roles, and optional model-provider routes depend on selection. The differing DPA/Trust entries are not combined into one asserted authoritative list. - change_notification — Are customers notified of sub-processor changes? [supported]: DPA6.3 requires written/text notice at least 30 days before new/replaced subprocessor and objection opportunity before start. Sources: omnifact:omnifact:dpa-rev2. - parent_jurisdiction — Which jurisdiction governs the vendor and its parent? [partial]: Omnifact Gmb H, Frankfurt, Germany, HRB131357. Ultimate parent/shareholding was not established. Sources: omnifact:omnifact:imprint. - transfer_mechanism — Which transfer mechanism applies to non-EU/CH processing? [partial]: DPA1.4 permits nonEEA processing after prior information and safeguards under Articles44-49. Optional BYOK/provider routes depend on their applicable agreements. A specific current SCC/DPF basis for every Trust entry was not verified. Sources: omnifact:omnifact:dpa-rev2. - government_access_policy — Is there a published government-access or transparency policy? [partial]: DPA11.2 requires seizure/confiscation notice unless prohibited by court/authority; Terms15.3 require advance compelled-disclosure notice where legal. Separate request statistics were not verified. Sources: omnifact:omnifact:dpa-rev2, omnifact:omnifact:terms. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:dpa-rev2, omnifact:omnifact:trust-rev2, omnifact:omnifact:imprint, omnifact:omnifact: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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Public GDPR DPA is binding in German; Swiss and sector-specific contract coverage remains incomplete. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - dpa: Article28 DPA accepted at registration. German text prevails; English is a translation. Written amendments are possible but negotiability is not promised. - revdsg_gdpr: GDPR is explicit; revised Swiss DSG coverage/addendum and Swiss SCC modifications were not established. - ai_act_materials: Public AI Act whitepaper and Academy literacy/certification training are advertised; these are not product conformity attestations. - sector_materials: Public-administration, banking and healthcare positioning/private hosting are advertised; actual FINMA/DORA/§203 contract pack was not verified. - dpa — Is a DPA available, and is it negotiable? [partial]: Article28 DPA accepted at registration. German text prevails; English is a translation. Written amendments are possible but negotiability is not promised. Sources: omnifact:omnifact:dpa, omnifact:omnifact:dpa-de. - revdsg_gdpr — Does the DPA cover revDSG and GDPR? [partial]: GDPR is explicit; revised Swiss DSG coverage/addendum and Swiss SCC modifications were not established. Sources: omnifact:omnifact:dpa. - governing_law — Which law and court govern the contract? [supported]: German law and Frankfurt exclusive jurisdiction under Terms18; German legal version prevails. Sources: omnifact:omnifact:terms. - ai_act_materials — Is EU AI Act documentation provided? [partial]: Public AI Act whitepaper and Academy literacy/certification training are advertised; these are not product conformity attestations. Sources: omnifact:omnifact:whitepapers, omnifact:omnifact:pricing. - sector_materials — Are FINMA or other sector materials provided? [partial]: Public-administration, banking and healthcare positioning/private hosting are advertised; actual FINMA/DORA/§203 contract pack was not verified. Sources: omnifact:omnifact:home, omnifact:omnifact:public-sector. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:dpa, omnifact:omnifact:dpa-de, omnifact:omnifact:terms, omnifact:omnifact:whitepapers, omnifact:omnifact:pricing, omnifact:omnifact:home, omnifact:omnifact:public-sector ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Public ISO27001 certificate verifies platform/Spaces ISMS through 2029-04-06. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - pentest: DPA states annual external pentests with remediation; actual report/period/summary was not verified. - Unverified soc2, c5, other_certifications: No Omnifact-specific SOC2 type/period, C5, ISO27701/42001 or TISAX attestation was verified. - iso_27001 — ISO 27001 with scope and validity? [supported]: Prescient Security LLC certificate123228 issue1, ISO/IEC27001:2022, issued/certified 2026-04-07, valid until 2029-04-06 subject to surveillance. Covers ISMS supporting Platform/Spaces, data, Azure infrastructure, software, people and procedures; So A1.4 dated 2026-03-30. All in-scope activities conducted remotely. Sources: omnifact:omnifact:iso. - soc2 — SOC 2 type, period and covered service? [unknown]: SOC 2 type, period and covered service? Unknown. No Omnifact-specific SOC2 type/period, C5, ISO27701/42001 or TISAX attestation was verified. - c5 — BSI C5 attestation? [unknown]: BSI C5 attestation? Unknown. No Omnifact-specific SOC2 type/period, C5, ISO27701/42001 or TISAX attestation was verified. - other_certifications — Which other certificates (27701, 42001, TISAX)? [unknown]: Which other certificates (27701, 42001, TISAX)? Unknown. No Omnifact-specific SOC2 type/period, C5, ISO27701/42001 or TISAX attestation was verified. - report_access — How can customers obtain reports? [supported]: ISO PDF is public and downloadable through Trust Center. Eight AI-provider processing summaries are request-only and were not requested. Sources: omnifact:omnifact:trust. - pentest — Are independent penetration test summaries available? [partial]: DPA states annual external pentests with remediation; actual report/period/summary was not verified. Sources: omnifact:omnifact:dpa. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:iso, omnifact:omnifact:trust, omnifact:omnifact:dpa ### 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. #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial AES256/TLS and logical tenant separation are documented; customer-held keys remain unverified. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - private_networking: Vendor internal services use NSGs/Private Endpoints and NetBird JIT VPN for privileged production access; public app is Cloudflare-fronted. A customer private-link/IP-allowlist option was not established. - Unverified customer_managed_keys: No customer-managed/held encryption-key configuration was established; sovereignty discussion does not establish key-management functionality. - encryption_at_rest — Is data encrypted at rest? [supported]: DPA requires AES256 at rest for Postgre SQL, Blob Storage and other persistent Azure services; HTTPS/TLS in transit. Sources: omnifact:omnifact:dpa. - customer_managed_keys — Can the customer manage or hold the keys? [unknown]: Can the customer manage or hold the keys? Unknown. No customer-managed/held encryption-key configuration was established; sovereignty discussion does not establish key-management functionality. - private_networking — Is private connectivity or IP restriction available? [partial]: Vendor internal services use NSGs/Private Endpoints and NetBird JIT VPN for privileged production access; public app is Cloudflare-fronted. A customer private-link/IP-allowlist option was not established. Sources: omnifact:omnifact:dpa. - tenant_isolation — How are customers separated in shared SaaS? [supported]: Organization-scoped data/roles, separate production/development/test Azure environments, no customer data in tests. This is logical tenant separation. Sources: omnifact:omnifact:dpa. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:dpa ### 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 #### Omnifact 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. ## 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Pro costs EUR25/user/month annually up to50users. Its binding credit currency/value and recharge tariff remain unknown; Enterprise Gateway costs are outside this offer. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro hosted workspace up to50users; Enterprise/API Gateway quote and markup excluded; add_ons=Optional Academy separately quoted; Enterprise terms require separate offer; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - Pro Chat/Spaces pricing is not mixed with Enterprise Gateway billing. The conflicting credit examples remain a named allowance gap. - pricing_unit — What is the pricing unit? [supported]: Pro uses named seats with monthly or annual billing and pooled premium-model credit; this finding covers the hosted Chat/Spaces subscription. Sources: omnifact:omnifact:pricing-rev2, omnifact:omnifact:billing. - list_prices — What are list prices per plan, with date and currency? [partial]: Checked2026-10-21: Pro EUR25/user/month billed annually, advertised16% discount versus monthly. Exact monthly rate was not verified. Pro up to50 users; Enterprise custom with unlimited team size. VAT excluded under terms. Sources: omnifact:omnifact:pricing-rev2, omnifact:omnifact:terms. - included_usage — What usage is included? [partial]: Unknown applicable monetary allowance currency/value for the contract: pricing statesEUR5/user/month while Billing usesUSD5 examples. Pooling, monthly expiry and continued base-tier access subject to fair-use limits are documented, but no definitive currency-denominated allowance is asserted. Sources: omnifact:omnifact:pricing-rev2, omnifact:omnifact:billing. - add_ons — Which features cost extra? [partial]: Academy training is separately quoted. Enterprise is a separate custom offer adding SSO/SCIM, BYOK/self-hosted models, analytics and custom deployment/SLA. No Enterprise Gateway markup is applied to Pro Chat/Spaces pricing. Sources: omnifact:omnifact:pricing-rev2. - overage — What do usage beyond limits and premium models cost? [partial]: The Pro billing guide directs admins to discuss additional credits; a public recharge tariff was not established. Base-tier chat remains available after included premium credit is used subject to usage limits. Enterprise Gateway billing/markup is outside this Pro finding. Sources: omnifact:omnifact:billing, omnifact:omnifact:pricing-rev2, omnifact:omnifact:limits. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:pricing-rev2, omnifact:omnifact:billing, omnifact:omnifact:terms, omnifact:omnifact:limits, omnifact:omnifact:users, omnifact:omnifact:gateway, omnifact:omnifact:developer ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Shared v1.4 costs remain unknown for200/1000/5000 users because all exceed the50-seat Pro cap. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. - ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. - cost_200 — Year-one cost at 200 users? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown for 200 users:Pro caps50 users,so Enterprise licence,allowance and deployment/support quote are required. No quote requested; do not extrapolate EUR25 Pro rate. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. Sources: omnifact:omnifact:pricing, omnifact:omnifact:ecb-fx. - cost_1000 — Year-one cost at 1,000 users? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown for 1000 users:Pro caps50 users,so Enterprise licence,allowance and deployment/support quote are required. No quote requested; do not extrapolate EUR25 Pro rate. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. Sources: omnifact:omnifact:pricing, omnifact:omnifact:ecb-fx. - cost_5000 — Year-one cost at 5,000 users? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown for 5000 users:Pro caps50 users,so Enterprise licence,allowance and deployment/support quote are required. No quote requested; do not extrapolate EUR25 Pro rate. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. Sources: omnifact:omnifact:pricing, omnifact:omnifact:ecb-fx. - variable_share — Which part depends on usage? [partial]: Enterprise base,pooled credit allowance,model/route rates,additional credits and Gateway markup are unknown. Quote base plus usage beyond included credit plus deployment/services; convert known EUR components at0.9237 CHF/EUR. No substitute vendor tariff/model assumed. Sources: omnifact:omnifact:pricing, omnifact:omnifact:gateway, omnifact:omnifact:billing, omnifact:omnifact:ecb-fx. - unknown_parts — Which costs could not be priced? [supported]: Enterprise seat/volume rate,minimum spend,credit allowance,recharge tariff,model/route rates,Gateway markup percentage,private hosting and Academy service fees are unknown. Sources: omnifact:omnifact:pricing, omnifact:omnifact:gateway, omnifact:omnifact:billing. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:pricing, omnifact:omnifact:ecb-fx, omnifact:omnifact:gateway, omnifact:omnifact:billing ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Ten-day no-card Pro trial is self-serve; enterprise setup is gated. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - free_tier: Time-limited free trial; billing requires a paid subscription afterward. No permanent business free tier established. - trial_scope: Pro chat, Spaces, Privacy Filter and platform access advertised; terms call trial scope limited. Enterprise SSO/SCIM/BYOK/private deployment and support-enabled APIs are not established trial entitlements. - sales_gate: Base Pro trial is self-serve; Enterprise quotes, SSO and advanced API activation require vendor interaction. No vendor contact was made. - free_tier — Is there a free tier for business use? [partial]: Time-limited free trial; billing requires a paid subscription afterward. No permanent business free tier established. Sources: omnifact:omnifact:pricing, omnifact:omnifact:billing. - self_serve_trial — Is a self-serve business trial available? [supported]: Ten-day trial, no credit card, teams up to50 users via account signup. Sources: omnifact:omnifact:pricing. - trial_scope — Do trials include SSO, connectors and admin features? [partial]: Pro chat, Spaces, Privacy Filter and platform access advertised; terms call trial scope limited. Enterprise SSO/SCIM/BYOK/private deployment and support-enabled APIs are not established trial entitlements. Sources: omnifact:omnifact:pricing, omnifact:omnifact:terms, omnifact:omnifact:developer. - sales_gate — Does meaningful evaluation require sales contact? [partial]: Base Pro trial is self-serve; Enterprise quotes, SSO and advanced API activation require vendor interaction. No vendor contact was made. Sources: omnifact:omnifact:pricing, omnifact:omnifact:users, omnifact:omnifact:developer. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:pricing, omnifact:omnifact:billing, omnifact:omnifact:terms, omnifact:omnifact:developer, omnifact:omnifact:users ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Pro monthly/annual terms are public; Enterprise minimum and CHF invoicing are unknown. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - minimum_commitment: Pro maximum 50 users, Enterprise no team-size cap; public Enterprise minimum seat/spend and private-deployment minimum not established. - local_invoicing: Omnifact Gmb H Frankfurt invoices EUR public prices, supports invoice/SEPA and payment within 14 days. CHF billing not established. - transparency_class: Partial: public Pro price/credits/team cap but Enterprise, deployment, additional credits and services quote-only; Gateway markup not quantified. - minimum_commitment — What seat or spend minimum applies? [partial]: Pro maximum 50 users, Enterprise no team-size cap; public Enterprise minimum seat/spend and private-deployment minimum not established. Sources: omnifact:omnifact:pricing. - contract_length — What contract lengths are offered? [supported]: Monthly/annual terms; Enterprise flexible agreement. Annual renews yearly, monthly renews monthly. Sources: omnifact:omnifact:pricing, omnifact:omnifact:terms. - cancellation — How can the contract be cancelled or reduced? [supported]: Annual notice three months before term end; monthly cancel for following month; text/email accepted. Seat removal gives prorated credit on next invoice per billing doc. Sources: omnifact:omnifact:terms, omnifact:omnifact:billing. - local_invoicing — Can it be invoiced in CHF or EUR from a European entity? [partial]: Omnifact Gmb H Frankfurt invoices EUR public prices, supports invoice/SEPA and payment within 14 days. CHF billing not established. Sources: omnifact:omnifact:pricing, omnifact:omnifact:terms, omnifact:omnifact:imprint. - transparency_class — Is pricing transparent, partial, quote-only or unknown? [partial]: Partial: public Pro price/credits/team cap but Enterprise, deployment, additional credits and services quote-only; Gateway markup not quantified. Sources: omnifact:omnifact:pricing, omnifact:omnifact:gateway. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:pricing, omnifact:omnifact:terms, omnifact:omnifact:billing, omnifact:omnifact:imprint, omnifact:omnifact:gateway ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Platform is proprietary; four inspected public integration/client components have MIT licences. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace, Omnifact Published Spaces, Public API and Enterprise AI Gateway, Omnifact document/chat CLI and XWiki sync, Omnifact example embeddable widget; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise hosted licence; separately MIT-licensed client/integration tools at pinned revisions; API enablement required; add_ons=Customer-run CLI/widget tools; Published Spaces/API access and resource permissions as needed; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - Client/integration capabilities are documented in pinned README/licence files, not implementation-inspected or tested; they do not license the hosted platform. - licence_type — Which licence applies to each component? [supported]: Terms grant contract-term nontransferable/non-sublicensable software use; platform source excluded unless expressly agreed. CLI, widget, n8n nodes and XWiki sync carry MIT licences at pinned commits; these do not license the hosted platform. Sources: omnifact:omnifact:terms, omnifact:omnifact:cli-licence-rev2, omnifact:omnifact:widget-licence-rev2, omnifact:omnifact:n8n-nodes-omnifact-licence-rev2, omnifact:omnifact:xwiki-sync-licence-rev2. - branding_restrictions — Do licence terms restrict branding or user counts? [partial]: Platform use limited to agreed user count/own business personnel. Widget can theme colors/title under MIT notice obligations; MIT integrations do not impose seat limits. Platform branding-removal rules were not fully established. Sources: omnifact:omnifact:terms, omnifact:omnifact:widget-rev2, omnifact:omnifact:widget-licence-rev2. - enterprise_features_closed — Are enterprise features in a separate closed edition? [partial]: Enterprise is a commercial feature/deployment tier; no open-core platform edition was established. Source may be included by separate agreement under terms3.3. Sources: omnifact:omnifact:pricing-rev2, omnifact:omnifact:terms. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:terms, omnifact:omnifact:cli-licence-rev2, omnifact:omnifact:widget-licence-rev2, omnifact:omnifact:n8n-nodes-omnifact-licence-rev2, omnifact:omnifact:xwiki-sync-licence-rev2, omnifact:omnifact:widget-rev2, omnifact:omnifact:pricing-rev2 ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial DPA promises data handover; documented APIs do not establish a complete workspace export. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace, Omnifact Published Spaces, Public API and Enterprise AI Gateway, Omnifact document/chat CLI and XWiki sync, Omnifact example embeddable widget; version=Public documentation checked 2026-10-21; plan=Pro/Enterprise hosted licence; separately MIT-licensed client/integration tools at pinned revisions; API enablement required; add_ons=Customer-run CLI/widget tools; Published Spaces/API access and resource permissions as needed; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - Client/integration capabilities are documented in pinned README/licence files, not implementation-inspected or tested; they do not license the hosted platform. - chat_export — Can admins export all chats? [unknown]: Can admins export all chats? Unknown. No admin export-all-chats or reusable complete Space/agent/prompt export was established. No exit fixture was run. - assistant_export — Can assistants and prompts be exported in a reusable format? [unknown]: Can assistants and prompts be exported in a reusable format? Unknown. No admin export-all-chats or reusable complete Space/agent/prompt export was established. No exit fixture was run. - knowledge_export — Can knowledge bases and their sources be exported? [partial]: Documents API/CLI list metadata and manage Space files, while native generated files download. Full original-source, index and ACL export bundle was not established. Sources: omnifact:omnifact:api-docs, omnifact:omnifact:cli-rev2, omnifact:omnifact:documents. - export_format — Are formats documented and machine-readable? [partial]: Document metadata via JSON; native outputs DOCX/XLSX/PPTX and chart images. Widget stores only its own conversation in browser local Storage; this is not an admin export of platform chats. Sources: omnifact:omnifact:api-docs, omnifact:omnifact:documents, omnifact:omnifact:widget-rev2. - post_termination_window — How long can data be retrieved after termination? [partial]: DPA9.2 requires handover or approved destruction at completion/end; no guaranteed post-termination self-service download window specified. TOM gives30-day support organization deletion. Sources: omnifact:omnifact:dpa-rev2. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:api-docs, omnifact:omnifact:cli-rev2, omnifact:omnifact:documents, omnifact:omnifact:widget-rev2, omnifact:omnifact:dpa-rev2 ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Pro email support and Enterprise custom support are documented; a single applicable platform uptime SLA remains unknown. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro published support terms; Enterprise support and negotiated SLA only under its contract; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - Network and system availability percentages are not interchangeable. Enterprise SLA terms require the actual contract. - support_channels — Which support channels are available on each plan? [partial]: Pro pricing promises email within 24 hours; terms process M–F usually09–17 and answer within one working day. Enterprise dedicated support/account manager/custom SLA; timezone not specified in terms. Sources: omnifact:omnifact:pricing-rev2, omnifact:omnifact:terms. - support_languages — Is support available in German, French or Italian? [unknown]: Is support available in German, French or Italian? Unknown. No verified public incident-history status page or contracted DE/FR/IT support-language matrix was located; status.omnifact.ai did not resolve. - regional_presence — Is there a DACH or Swiss entity, team or partner? [partial]: Omnifact Gmb H Frankfurt, Germany; pricing also mentions German and US service teams. No Swiss entity established. Sources: omnifact:omnifact:imprint, omnifact:omnifact:pricing-rev2. - uptime_sla — Is there an uptime SLA with credits? [unknown]: Unknown applicable end-to-end service guarantee. Terms7.3 specify99.5% annual pure-network availability while DPA TOM states99.9% system availability, and Enterprise offers a custom SLA. No order-form/service mapping or fixed credit schedule was retrieved, so no single platform SLA is asserted. - status_page — Is there a public status page with history? [unknown]: Is there a public status page with history? Unknown. No verified public incident-history status page or contracted DE/FR/IT support-language matrix was located; status.omnifact.ai did not resolve. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:pricing-rev2, omnifact:omnifact:terms, omnifact:omnifact:imprint, omnifact:omnifact:dpa-rev2 ### 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 #### Omnifact Verification status: Agent cross-checked (agent-cross-checked) Support: partial Pro has learning material/webinar; Enterprise workshops and Academy are tailored. Availability: generally-available Delivery: native Scope: surfaces=Omnifact hosted workspace; version=Public documentation checked 2026-10-21; plan=Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise; os=not specified. Limitations: - user_training: Academy offers foundational/advanced courses, individual training and certificate options supporting AI literacy; complete delivery-language/volume entitlement not published. - adoption_programme: Enterprise rollout/admin enablement/use-case workshops and Academy strategy/governance workshops advertised; a formal champion programme was not established. - service_cost: Academy/additional training separately quoted; terms3.6 generally make installations, instruction/training chargeable under separate agreement. - onboarding_service — Is guided onboarding included? [supported]: Pro onboarding documentation/e-learning and webinar; Enterprise custom onboarding/use-case workshops and account manager. Sources: omnifact:omnifact:pricing. - user_training — Is end-user training offered, in which languages? [partial]: Academy offers foundational/advanced courses, individual training and certificate options supporting AI literacy; complete delivery-language/volume entitlement not published. Sources: omnifact:omnifact:pricing. - use_case_library — Are role-based use cases and templates provided? [supported]: Space Starter templates include content creation, knowledge queries, professional development; release notes add meeting-minutes/mail-triage/helpdesk template previews. Sources: omnifact:omnifact:create, omnifact:omnifact:changes. - adoption_programme — Is there a champion or adoption programme? [partial]: Enterprise rollout/admin enablement/use-case workshops and Academy strategy/governance workshops advertised; a formal champion programme was not established. Sources: omnifact:omnifact:home, omnifact:omnifact:pricing. - service_cost — Which services cost extra? [partial]: Academy/additional training separately quoted; terms3.6 generally make installations, instruction/training chargeable under separate agreement. Sources: omnifact:omnifact:pricing, omnifact:omnifact:terms. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: omnifact:omnifact:pricing, omnifact:omnifact:create, omnifact:omnifact:changes, omnifact:omnifact:home, omnifact:omnifact:terms ## 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 ### omnifact:omnifact:models Models: All Leading AI Models on One Platform – Omnifact. Current catalogue lists model families, tiers and EU/global region flags. - URL: https://omnifact.ai/models - Locator: OpenAI, Anthropic, Google and Mistral tables - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:select Selecting an AI Model - Omnifact. Manual model picker shows provider/model/region and reasoning effort; browser stores per-model effort. - URL: https://docs.omnifact.ai/en/platform/core-features/chats/model-selection - Locator: Model selector, effort and reasoning trace - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:files Attaching Documents & Images - Omnifact. Attachments have type-specific limits and media bypasses text filtering. - URL: https://docs.omnifact.ai/en/platform/core-features/chats/attaching-documents - Locator: Formats, input limits and privacy - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:pricing-rev2 Pricing Plans – Omnifact. Pro is EUR25/user/month annually up to50users. Enterprise adds BYOK/self-hosted models, analytics, SSO and custom SLA. The page is not used to establish an eligible Gateway markup or reconcile conflicting credit examples. - URL: https://omnifact.ai/pricing - Locator: Pro/Enterprise tier table, annual price and credit footnote - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:providers-rev2 Providers - Omnifact. Customer keys, custom OpenAI-compatible endpoints and self-hosted model connections require Enterprise BYOK; managed model access is separate. - URL: https://docs.omnifact.ai/en/platform/team-administration/providers - Locator: Supported Providers and Enterprise-only Bring Your Own Key - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:groups-rev2 Group Management - Omnifact. The Python/code execution tool is explicitly Experimental, has internet access and bypasses the Privacy Filter for sandbox inputs. - URL: https://docs.omnifact.ai/en/platform/team-administration/groups - Locator: Execute code (Experimental), tool controls and security note - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:dpa-rev2 Data Processing Agreement – Omnifact. DPA states return/approved destruction at contract end, distinct support-request deletion within30days, backup schedules and30-day subprocessor-change notice. This does not resolve runtime/plan-specific implementation or a complete current supplier mapping. - URL: https://omnifact.ai/dpa - Locator: Sections6.3,9.2/9.3; Annex3 deletion and backups; Annex4 subprocessor terms - Evidence kind: documented - Source date: 2026-04-21 - 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 ### omnifact:omnifact:changes Release Notes – Omnifact. Dated release notes through October 20 add models, agents, code, MCP, groups and 2FA. - URL: https://omnifact.ai/release-notes - Locator: October–May2026 and earlier entries - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### omnifact:omnifact:blog Blog – Omnifact. Feature announcements include Gemini4Argon October 13 and integrations October 6. - URL: https://omnifact.ai/blog - Locator: Current dated feature drops - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:terms Terms of Service – Omnifact. Terms define proprietary rights,99.5% annual network availability, support and cancellation. - URL: https://omnifact.ai/terms - Locator: Sections3/6–8/10–11/14–18 - Evidence kind: documented - Source date: 2024-08-01 - Retrieved: 2026-10-21 ### omnifact:omnifact:providers Providers - Omnifact. Enterprise BYOK supports direct providers, Azure/Vertex and custom OpenAI-compatible endpoints. - URL: https://docs.omnifact.ai/en/platform/team-administration/providers - Locator: Supported Providers, BYOK and connection management - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:model-settings Model Management - Omnifact. Model enablement applies to chat, Published Spaces and Gateway; image defaults and tiers are configurable. - URL: https://docs.omnifact.ai/en/platform/team-administration/models - Locator: Availability, Image Models and Model Providers - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:pricing Pricing Plans – Omnifact. Pro annual EUR25 includes pooled EUR5 monthly AI credits per seat up to50 users; Enterprise and Academy are quoted. - URL: https://omnifact.ai/pricing - Locator: Pro, Enterprise, comparison and footnote1 - Evidence kind: vendor-claimed - 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 ### omnifact:omnifact:dpa Data Processing Agreement – Omnifact. DPA includes Frankfurt infrastructure/TOMs, retention, audit requirements and approved subprocessors. - URL: https://omnifact.ai/dpa - Locator: Sections1/6/9/11, Annex1, TOMs2.1–2.10 and Annex4 - Evidence kind: documented - Source date: 2026-04-21 - Retrieved: 2026-10-21 ### omnifact:omnifact:groups Group Management - Omnifact. Additive groups govern capabilities, model tiers, US routes and filter exemptions; Enterprise SCIM mirrors groups. - URL: https://docs.omnifact.ai/en/platform/team-administration/groups - Locator: Group types, SCIM, permissions and sharing - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:gateway AI Gateway - Omnifact. Enterprise opt-in OpenAI-compatible gateway uses eu/ routing and hard credit enforcement; V1 lacks tools/structured output. - URL: https://docs.omnifact.ai/en/platform/team-administration/ai-gateway - Locator: Prerequisites, EU routes, constraints, billing and errors - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:published Published Spaces - Omnifact. Support-enabled Published Space APIs disable the Privacy Filter and use secret endpoint URLs. - URL: https://docs.omnifact.ai/en/platform/team-administration/published-spaces - Locator: Activation, model management and security - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:chat Introduction to Chats - Omnifact. Chat retains conversations and supports document output, sources and daily message quotas. - URL: https://docs.omnifact.ai/en/platform/core-features/chats/introduction - Locator: Features, quotas and message limits - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:limits AI Credits and Usage Limits - Omnifact. Exhausted monthly credits fall back in chat; Gateway blocks all calls without base fallback. - URL: https://docs.omnifact.ai/en/guides/troubleshooting/usage-and-credits - Locator: Credit exhaustion and fallback models - 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 ### omnifact:omnifact:documents Document Creation - Omnifact. Isolated Python code creates XLSX/DOCX/PPTX/charts with internet egress and group controls. - URL: https://docs.omnifact.ai/en/platform/core-features/chats/document-creation - Locator: Document types, editing, formulas and sandbox - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:uploads Managing Uploaded Files - Omnifact. Space file pipeline uses Tika OCR, chunking, embeddings and summaries; documents can be deleted permanently. - URL: https://docs.omnifact.ai/en/platform/core-features/spaces/managing-uploaded-files - Locator: Processing, deletion and FAQ - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:retrieval Uploaded Files Retrieval - Omnifact. Agents retrieve source passages under Space membership and show citations/progress; strict no-answer grounding is instructed. - URL: https://docs.omnifact.ai/en/platform/core-features/spaces/uploaded-files-retrieval - Locator: Retrieval and source behavior - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:billing Billing & Usage - Omnifact. Billing describes proration, pooled credit and plan changes but uses USD5 examples and5000-page Pro quota. - URL: https://docs.omnifact.ai/en/platform/team-administration/billing - Locator: Seat Management, Monthly Usage Credit and Plan Management - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:spaces What are Spaces? - Omnifact. Spaces persist instructions/knowledge and conversations with shared member access. - URL: https://docs.omnifact.ai/en/platform/core-features/spaces/introduction - Locator: Concepts, benefits and examples - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:share Sharing Spaces with Colleagues - Omnifact. Organization users/groups share Spaces; group access is view-only and removal is immediate. - URL: https://docs.omnifact.ai/en/platform/core-features/spaces/sharing-spaces - Locator: Roles, group sharing and removal - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:sync Connected Sources - Omnifact. Connected sources index selected Drive/OneDrive/SharePoint folders every five minutes and remove deleted content next cycle. - URL: https://docs.omnifact.ai/en/platform/core-features/spaces/connected-sources - Locator: Setup, privacy and FAQ - 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 ### omnifact:omnifact:integrations Integrations - Omnifact. Curated first-party MCP and document connectors use separate live-versus-indexed access patterns. - URL: https://docs.omnifact.ai/en/platform/team-administration/integrations - Locator: Catalog, integration types and privacy - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:directory Integrations: Connect the Tools Your Team Uses – Omnifact. Current catalogue names cloud storage, Google, Atlassian, CRM, design, communications and developer systems. - URL: https://omnifact.ai/integrations/catalog - Locator: Integration cards and custom MCP - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:xwiki-sync-rev2 omnifact-xwiki-sync pinned README. omnifact-xwiki-sync documents incremental XWiki page/attachment ingestion with delete propagation. This finding is documented at the pinned revision; no implementation behavior was tested or inspected. - URL: https://github.com/OmnifactAI/omnifact-xwiki-sync/blob/599db2ec0c7f28ddb2a22c4a09a9242e5781316b/README.md - Locator: Pinned README.md documentation at commit 599db2ec0c7f28ddb2a22c4a09a9242e5781316b; retrieved with GitHub file connector - Evidence kind: documented - Source date: 2026-08-25 - Retrieved: 2026-10-21 ### omnifact:omnifact:mcp-rev2 MCP Servers - Omnifact. Tools have Always/Approval/Disable policies; Approval shows the request payload. Documentation conflicts on initial discovery defaults, which remain unknown. - URL: https://docs.omnifact.ai/en/platform/team-administration/mcp-servers - Locator: Per-tool policies, authentication and later tool refresh; initial discovery defaults excluded - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:mcp MCP Servers - Omnifact. Remote MCP has personal OAuth/shared static credentials, per-tool Always/Approval/Disable policies and private-network restrictions. - URL: https://docs.omnifact.ai/en/platform/team-administration/mcp-servers - Locator: Setup, policies, OAuth, approvals and privacy boundaries - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### 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 ### omnifact:omnifact:account Account Settings - Omnifact. English/German UI and persistent personal context/instructions are documented; personalization is unfiltered. - URL: https://docs.omnifact.ai/en/platform/core-features/account-settings/user-profile-and-personalization - Locator: Language Preferences and Personalization - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### 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 ### omnifact:omnifact:users User Management - Omnifact. User roles and Enterprise SSO/SCIM automate lifecycle while locking manual changes. - URL: https://docs.omnifact.ai/en/platform/team-administration/users - Locator: Roles, statuses, lifecycle and SSO/SCIM - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:create Creating New Spaces - Omnifact. Users create custom Space agents with instructions and starter examples. - URL: https://docs.omnifact.ai/en/platform/core-features/spaces/creating-spaces - Locator: Space Starters and configuration - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### 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 ### omnifact:omnifact:images Image Generation - Omnifact. Images are generated/edited from references and retained in an Assets gallery. - URL: https://docs.omnifact.ai/en/platform/core-features/chats/image-generation - Locator: Generation, reference images and gallery - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:web Web Search and Browsing - Omnifact. Web search displays citations and blocks queries with masked sensitive values. - URL: https://docs.omnifact.ai/en/platform/core-features/chats/web-search-browsing - Locator: Search, privacy and limitations - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### 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 ### 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 ### omnifact:omnifact:n8n-nodes-omnifact-rev2 n8n-nodes-omnifact pinned README. n8n-nodes-omnifact documents n8n community nodes for Gateway/chat/documents. This finding is documented at the pinned revision; no implementation behavior was tested or inspected. - URL: https://github.com/OmnifactAI/n8n-nodes-omnifact/blob/7a3947c620206d4e195064421db525aaa4dfb50a/README.md - Locator: Pinned README.md documentation at commit 7a3947c620206d4e195064421db525aaa4dfb50a; retrieved with GitHub file connector - Evidence kind: documented - Source date: 2026-09-10 - Retrieved: 2026-10-21 ### omnifact:omnifact:api-chat Published Spaces Chat API - Omnifact. Published chat provides JSON/SSE and optional inline sources/agentic workflow headers. - URL: https://docs.omnifact.ai/en/api-reference/published-space-chat - Locator: Headers, responses and SSE events - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:stop Stopping and Regenerating Responses - Omnifact. Send changes to a Stop button during response generation. - URL: https://docs.omnifact.ai/en/platform/core-features/chats/stopping-regenerating-responses - Locator: How to Stop - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### 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 ### omnifact:omnifact:developer Developer Tools - Omnifact. API enablement is gated and organization key regeneration/revocation is centralized. - URL: https://docs.omnifact.ai/en/platform/team-administration/developer-tools - Locator: Activation and API key management - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:api-docs Documents API - Omnifact. Document APIs upload/list/inspect/update/delete Space files asynchronously. - URL: https://docs.omnifact.ai/en/api-reference/documents - Locator: Endpoints and schema examples - 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 ### omnifact:omnifact:home AI for the Public Sector & Regulated Industries – Omnifact. Platform offers governed multi-model chat, Spaces, Privacy Filter and private deployment. - URL: https://omnifact.ai/ - Locator: Product, governance and deployment overview - Evidence kind: vendor-claimed - Source date: Not stated - 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 ### omnifact:omnifact:privacy Data Privacy - Omnifact. Filter defaults on but MCP, code, image/audio paths bypass it; code sandbox has internet egress. - URL: https://docs.omnifact.ai/en/platform/team-administration/data-privacy - Locator: Privacy Filter Control and boundaries - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### 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 ### omnifact:omnifact:sso-blog Single Sign-On (SSO) for Enterprise Authentication – Omnifact. Enterprise SAML2.0 supports optional SCIM, Id P policies and disabled email sign-in. - URL: https://omnifact.ai/blog/feature-drop-introducing-sso - Locator: Setup, benefits and changes - Evidence kind: documented - Source date: 2024-11-25 - Retrieved: 2026-10-21 ### omnifact:omnifact:public-sector GDPR-Compliant AI for Public Administration – Omnifact. Public-sector page names Entra/Okta/Keycloak and Germany/municipal on-premise options. - URL: https://omnifact.ai/solutions/public-administration - Locator: SSO, deployment and onboarding - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:auth Authentication - Omnifact. TOTP, recovery codes and account/IP-specific throttling are described. - URL: https://docs.omnifact.ai/en/platform/core-features/account-settings/authentication - Locator: 2FA setup and failure handling - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:security-rev2 Security and Access - Omnifact. SSO/SAML users rely on identity-provider authentication and MFA and do not see native2FA setup. This does not establish nativeTOTP inclusion in a plan. - URL: https://docs.omnifact.ai/en/platform/team-administration/security-and-access - Locator: SSO/SAML identity-provider authentication; native2FA tier not established - Evidence kind: documented - Source date: Not stated - 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 ### omnifact:omnifact:analytics-rev2 Analytics - Omnifact. Enterprise dashboard presents daily active users and messages with date ranges and toggles; export and additional breakdowns are not established. - URL: https://docs.omnifact.ai/en/platform/team-administration/team-analytics - Locator: Analytics heading, date-range selector, summary cards, activity chart; HTTP200 re-read2026-10-21 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### 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 ### omnifact:omnifact:company Company Profile - Omnifact. Company description and business context shape AI responses. - URL: https://docs.omnifact.ai/en/platform/team-administration/company-profile - Locator: Team Description and company identity - Evidence kind: documented - Source date: Not stated - 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 ### omnifact:omnifact:vertex EU Data Residency for Claude and Gemini via Google Cloud – Omnifact. Google/Anthropic EU via Google Cloud are advertised with zero retention and EU-only configuration. - URL: https://omnifact.ai/blog/feature-drop-eu-data-residency-vertex-ai - Locator: What is new, compliance and EU model configuration - Evidence kind: vendor-claimed - Source date: 2026-04-01 - Retrieved: 2026-10-21 ### omnifact:omnifact:trust-rev2 https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust. Public register lists Azure DE/NL/SE/IE infrastructure and Cloudflare EU/US edge metadata, plus model-provider routes; it is not a plan-specific processor/data-flow inventory. - URL: https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust - Locator: Public JSON subprocessors, lastUpdatedAt; infrastructure/metadata roles distinguished - Evidence kind: documented - Source date: 2026-10-21 - 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 ### omnifact:omnifact:gateway-web AI Gateway: One API for Every Model – Omnifact. Gateway consumes organization budget, does not store payloads and requires ZDR-capable models for strict retention. - URL: https://omnifact.ai/ai-gateway - Locator: Regional routing, budget and governance - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### omnifact:omnifact:privacy-intro Why Data Privacy Matters - Omnifact. Vendor explicitly excludes training its own models on customer data and distinguishes EU/self-hosted routes. - URL: https://docs.omnifact.ai/en/platform/core-features/privacy-security/introduction - Locator: Privacy Commitment and FAQ - 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 ### omnifact:omnifact:imprint Legal Notice – Omnifact. Omnifact Gmb H is registered in Frankfurt, Germany, HRB131357. - URL: https://omnifact.ai/legal-notice - Locator: Company address and register - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### 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 ### omnifact:omnifact:dpa-de Auftragsverarbeitungsvertrag – Omnifact. Binding German DPA confirms region, transfer, retention and processor terms. - URL: https://omnifact.ai/de/dpa - Locator: Anlagen and main agreement - Evidence kind: documented - Source date: 2026-04-21 - Retrieved: 2026-10-21 ### omnifact:omnifact:whitepapers Get Instant Access to our Full Enterprise Whitepaper – Omnifact. Public library includes AI Act, workplace enablement, self-hosting and RAG guides. - URL: https://omnifact.ai/whitepapers - Locator: Whitepaper catalogue - Evidence kind: vendor-claimed - Source date: Not stated - 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 ### omnifact:omnifact:trust https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust. Public Trust Center JSON exposes certificate access and named processor locations, including US direct model routes and Cloudflare telemetry. - URL: https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust - Locator: documents, subprocessors and lastUpdatedAt - Evidence kind: documented - Source date: 2026-10-21 - Retrieved: 2026-10-21 ### omnifact:omnifact:iso Omnifact GmbH ISO/IEC27001:2022 official certificate. Certificate123228 issue1 from Prescient Security LLC covers Omnifact Platform/Spaces and Azure ISMS; valid2026-04-07 through 2029-04-06 subject to surveillance. - URL: https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust/documents/bb9dd08f-c61a-48f3-be41-9fbcdf24e9c3/download-url - Locator: Public Trust Center certificate PDF, one page: scope, issuer, issue date and validity - Evidence kind: certificate-verified - Source date: 2026-04-07 - Retrieved: 2026-10-21 - Issuer: Prescient Security LLC - Certificate scope: ISMS supporting Omnifact GmbH, Omnifact Platform and Spaces, associated data, infrastructure, software, personnel and procedures, including Microsoft Azure; SoA1.4 dated2026-03-30. - Valid: 2026-04-07 to 2029-04-06 - Registry: https://trust.omnifact.ai/ ### 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 ### 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 ### omnifact:omnifact:ecb-fx ECB historical euro reference rates, 20 October 2026. ECB2026-10-20 reference rates:EUR1=USD1.1215=CHF0.9237, implying USD1=EUR0.89166206. - URL: https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml - Locator: Cube time=2026-10-20, USD and CHF currency entries - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### omnifact:omnifact:widget-rev2 omnifact-widget pinned README. omnifact-widget documents an unsupported demonstration web component with local Storage conversations. This finding is documented at the pinned revision; no implementation behavior was tested or inspected. - URL: https://github.com/OmnifactAI/omnifact-widget/blob/9d53cadfbfe1bd9a0e31b7da49b74a1dfc2626f2/README.md - Locator: Pinned README.md documentation at commit 9d53cadfbfe1bd9a0e31b7da49b74a1dfc2626f2; retrieved with GitHub file connector - Evidence kind: documented - Source date: 2026-02-06 - Retrieved: 2026-10-21 ### omnifact:omnifact:cli-licence-rev2 omnifact-cli MIT licence. MIT licence applies to this integration/client component, not to the Omnifact platform. This finding is documented at the pinned revision; no implementation behavior was tested or inspected. - URL: https://github.com/OmnifactAI/omnifact-cli/blob/576aea6a6c0ce195de08a1d2b9b385d18efe3d06/LICENSE - Locator: Pinned LICENSE documentation at commit 576aea6a6c0ce195de08a1d2b9b385d18efe3d06; retrieved with GitHub file connector - Evidence kind: documented - Source date: 2026-05-12 - Retrieved: 2026-10-21 ### omnifact:omnifact:widget-licence-rev2 omnifact-widget MIT licence. MIT licence applies to this integration/client component, not to the Omnifact platform. This finding is documented at the pinned revision; no implementation behavior was tested or inspected. - URL: https://github.com/OmnifactAI/omnifact-widget/blob/9d53cadfbfe1bd9a0e31b7da49b74a1dfc2626f2/LICENSE - Locator: Pinned LICENSE documentation at commit 9d53cadfbfe1bd9a0e31b7da49b74a1dfc2626f2; retrieved with GitHub file connector - Evidence kind: documented - Source date: 2026-02-06 - Retrieved: 2026-10-21 ### omnifact:omnifact:n8n-nodes-omnifact-licence-rev2 n8n-nodes-omnifact MIT licence. MIT licence applies to this integration/client component, not to the Omnifact platform. This finding is documented at the pinned revision; no implementation behavior was tested or inspected. - URL: https://github.com/OmnifactAI/n8n-nodes-omnifact/blob/7a3947c620206d4e195064421db525aaa4dfb50a/LICENSE - Locator: Pinned LICENSE documentation at commit 7a3947c620206d4e195064421db525aaa4dfb50a; retrieved with GitHub file connector - Evidence kind: documented - Source date: 2026-09-10 - Retrieved: 2026-10-21 ### omnifact:omnifact:xwiki-sync-licence-rev2 omnifact-xwiki-sync MIT licence. MIT licence applies to this integration/client component, not to the Omnifact platform. This finding is documented at the pinned revision; no implementation behavior was tested or inspected. - URL: https://github.com/OmnifactAI/omnifact-xwiki-sync/blob/599db2ec0c7f28ddb2a22c4a09a9242e5781316b/LICENSE - Locator: Pinned LICENSE documentation at commit 599db2ec0c7f28ddb2a22c4a09a9242e5781316b; retrieved with GitHub file connector - Evidence kind: documented - Source date: 2026-08-25 - 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 ### omnifact:omnifact:cli-rev2 omnifact-cli pinned README. omnifact-cli documents document management and conversational CLI commands. This finding is documented at the pinned revision; no implementation behavior was tested or inspected. - URL: https://github.com/OmnifactAI/omnifact-cli/blob/576aea6a6c0ce195de08a1d2b9b385d18efe3d06/README.md - Locator: Pinned README.md documentation at commit 576aea6a6c0ce195de08a1d2b9b385d18efe3d06; retrieved with GitHub file connector - Evidence kind: documented - Source date: 2026-05-12 - 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