Agent-readable comparison

Mistral Vibe vs AlpineAI / SwissGPT

Name: Mistral Vibe vs AlpineAI / SwissGPT: agent-readable comparison
Creator: onAI

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

This comparison has 26 criteria with sourced findings for both products, including 26 that a second agent cross-checked for both. 48 criteria have a sourced finding for at least one product. "Sourced" findings passed publication validation: they are scoped, fresh and cite public resolved sources. "Agent cross-checked" findings also received a separate agent source pass, not necessarily a hands-on test. "Stated by onAI" marks the publisher's own statements about its product (evidence type vendor-statement), which cite no third-party source. Humans approve the rubric, templates and generator; they do not review every finding. No winner is declared. A missing sourced finding is not evidence that a capability is absent.

Mistral Vibe source checks: 2026-10-21 to 2026-10-26. Website: https://mistral.ai/products/vibe/
AlpineAI / SwissGPT source checks: 2026-10-21 to 2026-10-26. Website: https://alpineai.swiss
Generated 2026-10-27; next source check due 2026-12-20.

Same facts as Markdown and JSON. Methodology.

Models

MOD-01 Model catalogue and providers

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

Mistral Vibe

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

AlpineAI names Mistral Large 3 as its primary model and says it operates all models itself in Switzerland.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client; version=not specified; plan=Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.; add_ons=none stated; deployment_mode=not specified; region=Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search; os=not specified.

Limitations

The FAQ does not enumerate all models, expose a per-chat picker, explain routing visibility or map multimodal inputs to models.

providers Which model providers are available? [partial]: Mistral is the named current provider. Other providers are not enumerated. Sources: swissgpt:swissgpt:product.
current_models Which current models are selectable on this plan? [partial]: Mistral Large 3 is named as the primary model; this does not establish a user-selectable catalogue. Sources: swissgpt:swissgpt:product.
user_choice Can users pick the model per chat? [unknown]: Can users pick the model per chat? Unknown. The FAQ does not enumerate all models, expose a per-chat picker, explain routing visibility or map multimodal inputs to models.
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. The FAQ does not enumerate all models, expose a per-chat picker, explain routing visibility or map multimodal inputs to models.
multimodal_input Which models accept images, audio or files? [unknown]: Which models accept images, audio or files? Unknown. The FAQ does not enumerate all models, expose a per-chat picker, explain routing visibility or map multimodal inputs to models.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

MOD-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

No public information found Support: not-published

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

AlpineAI / SwissGPT

No public information found Support: not-published

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

MOD-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

No public information found Support: not-published

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

AlpineAI / SwissGPT

Agent cross-checked Support: partial

AlpineAI says it hosts open models on its own Swiss hardware.

Limitations

Customer-hosted chat and embedding routes, supported runtimes and their feature parity are not documented in the reviewed current offer.

self_hosted_chat Can chat use a customer-hosted model? [unknown]: Can chat use a customer-hosted model? Unknown. Customer-hosted chat and embedding routes, supported runtimes and their feature parity are not documented in the reviewed current offer.
self_hosted_embeddings Can retrieval use customer-hosted embeddings? [unknown]: Can retrieval use customer-hosted embeddings? Unknown. Customer-hosted chat and embedding routes, supported runtimes and their feature parity are not documented in the reviewed current offer.
feature_parity Which features fail with self-hosted models? [unknown]: Which features fail with self-hosted models? Unknown. Customer-hosted chat and embedding routes, supported runtimes and their feature parity are not documented in the reviewed current offer.
vendor_hosted_open_models Does the vendor host open-weight models in EU/CH? [supported]: The vendor identifies Mistral Large 3 as its current primary open model, operated on AlpineAI-owned hardware in Switzerland without foreign model APIs. Sources: swissgpt:swissgpt:product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Document upload is advertised for assistants and chat.

Limitations

The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.

formats Which formats are accepted? [partial]: PDF, Word, text and Excel are named across the product and sector pages. This is not an exhaustive format matrix. Sources: swissgpt:swissgpt:product, swissgpt:swissgpt:university.
limits What size and count limits apply per file and chat? [unknown]: What size and count limits apply per file and chat? Unknown. The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.
ocr Are scanned PDFs read? [unknown]: Are scanned PDFs read? Unknown. The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.
spreadsheets Are Excel tables read with structure intact? [unknown]: Are Excel tables read with structure intact? Unknown. The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.
full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [unknown]: Is the whole file used or only retrieved parts, and does the user see which? Unknown. The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product, swissgpt:swissgpt:university.

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

No public information found Support: not-published

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

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Standard and Premium include document-backed assistants with published collection limits.

Limitations

User/group/organisation sharing and Enterprise collection limits are not specified. The wording does not clearly distinguish per-file from aggregate 100 MB.

persistent_collections Can users keep document collections across chats? [supported]: Assistants retain their own reference-document workspace for later questions. Sources: swissgpt:swissgpt:product.
sharing_scope Can collections be shared with users, groups or the whole organisation? [unknown]: Can collections be shared with users, groups or the whole organisation? Unknown. User/group/organisation sharing and Enterprise collection limits are not specified. The wording does not clearly distinguish per-file from aggregate 100 MB.
size_limits What are the collection limits? [partial]: Standard has 2 assistants and Premium 5; each is listed as 50 documents / max. 100 MB. Enterprise limits are not published. Sources: swissgpt:swissgpt:university.
assistant_binding Can collections be bound to an assistant? [supported]: Users place documents in an assistant workspace and questions use those sources. Sources: swissgpt:swissgpt:product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product, swissgpt:swissgpt:university.

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Enterprise sector pages name production REST integrations with eGeKo and five healthcare systems. A public standard connector matrix for M365, Google, Atlassian and on-premise sources remains unverified.

Limitations

The production integration names are vendor claims on the sector pages, not a tested connector inventory.
Individual integrations require the Enterprise package from 10 licences; no API account, customer deployment or fixture was accessed.

microsoft_365 Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [unknown]: Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? Unknown. The current FAQ does not identify shipped SharePoint, OneDrive, Outlook-search, Teams, Google, Atlassian or on-prem-source connectors, their consent scopes or maintainers. The Outlook add-in is recorded under WORK-02. Rechecked 2026-10-26 in AlpineAI product, public-administration and healthcare feature/licence FAQs and Security page. No extra technical/admin documentation was identified in official links or targeted first-party searches; no account fixture was run.
google_workspace Which Google sources are connected? [unknown]: Which Google sources are connected? Unknown. The current FAQ does not identify shipped SharePoint, OneDrive, Outlook-search, Teams, Google, Atlassian or on-prem-source connectors, their consent scopes or maintainers. The Outlook add-in is recorded under WORK-02. Rechecked 2026-10-26 in AlpineAI product, public-administration and healthcare feature/licence FAQs and Security page. No extra technical/admin documentation was identified in official links or targeted first-party searches; no account fixture was run.
atlassian Confluence and Jira? [unknown]: Confluence and Jira? Unknown. The current FAQ does not identify shipped SharePoint, OneDrive, Outlook-search, Teams, Google, Atlassian or on-prem-source connectors, their consent scopes or maintainers. The Outlook add-in is recorded under WORK-02. Rechecked 2026-10-26 in AlpineAI product, public-administration and healthcare feature/licence FAQs and Security page. No extra technical/admin documentation was identified in official links or targeted first-party searches; no account fixture was run.
other_systems Which other business systems? [partial]: The public-administration FAQ names eGeKo as an integration in production. The healthcare FAQ names Axenita, Aeskulap, Ines, Logival and Mediway as production integrations through the AlpineAI REST API. Individual integrations are part of Enterprise from 10 licences and planned with the customer IT team. Public consent scopes, per-system configuration and a self-service connector matrix are not supplied. Sources: swissgpt:swissgpt:public-pricing-20261026, swissgpt:swissgpt:health-pricing-20261026.
on_prem_sources Can on-prem file shares or databases be connected? [unknown]: Can on-prem file shares or databases be connected? Unknown. The current FAQ does not identify shipped SharePoint, OneDrive, Outlook-search, Teams, Google, Atlassian or on-prem-source connectors, their consent scopes or maintainers. The Outlook add-in is recorded under WORK-02. Rechecked 2026-10-26 in AlpineAI product, public-administration and healthcare feature/licence FAQs and Security page. No extra technical/admin documentation was identified in official links or targeted first-party searches; no account fixture was run.
connector_provider Who builds and maintains each connector? [partial]: AlpineAI plans custom Enterprise integrations with the institution IT team. The university FAQ mentions expanding prebuilt connectors without naming them. Sources: swissgpt:swissgpt:university.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:public-pricing-20261026, swissgpt:swissgpt:health-pricing-20261026, swissgpt:swissgpt:product-20261026, swissgpt:swissgpt:security-20261026.

KNOW-04 Permission-aware retrieval

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

Mistral Vibe

No public information found Support: not-published

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

AlpineAI / SwissGPT

No public information found Support: not-published

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

KNOW-05 Freshness and sync model

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

Mistral Vibe

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

KNOW-06 Grounding and retrieval quality

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

Mistral Vibe

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

The vendor describes source citations in Listener transcript search; retrieval accuracy was not tested.

Limitations

No shared corpus was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.

citations Are answers linked to specific sources? [partial]: The Listener FAQ advertises full-text search with source references over transcribed recordings. General document-RAG citation coverage is unspecified. Sources: swissgpt:swissgpt:product.
citation_accuracy Do the cited passages support the answer? [unknown]: Do the cited passages support the answer? Unknown. No shared corpus was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.
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 shared corpus was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.
no_answer_behaviour Does it say when the corpus has no answer? [unknown]: Does it say when the corpus has no answer? Unknown. No shared corpus was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.
observed_accuracy How many of the question set were answered correctly? [unknown]: How many of the question set were answered correctly? Unknown. No shared corpus was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

Assistants and agents

AGT-01 Custom assistants

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

Mistral Vibe

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Users can create document-backed assistants and use prompt templates.

Limitations

Creator restrictions, sharing boundaries, versioning, tool configuration and an organisation-managed directory are not established in the public pages.

create_assistants Can users create assistants with instructions, knowledge and tools? [partial]: Users create workspaces with their own reference documents; configurable instructions and external tools are not described. Sources: swissgpt:swissgpt:product.
creator_permissions Can admins limit who creates them? [unknown]: Can admins limit who creates them? Unknown. Creator restrictions, sharing boundaries, versioning, tool configuration and an organisation-managed directory are not established in the public pages.
sharing_scope Can assistants be shared with users, groups or everyone? [unknown]: Can assistants be shared with users, groups or everyone? Unknown. Creator restrictions, sharing boundaries, versioning, tool configuration and an organisation-managed directory are not established in the public pages.
catalogue Is there an internal assistant directory? [partial]: Premium adds preconfigured assistants; an organisation directory is not established. Sources: swissgpt:swissgpt:product.
prompt_library Are shared prompt templates available? [partial]: Chat includes prompt templates for recurring tasks; shared-team template administration is not specified. Sources: swissgpt:swissgpt:product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

AGT-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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Web search is included but requires organisation activation and user consent; queries can leave AlpineAI infrastructure.

Limitations

Group-specific controls, a multi-step research/report mode and general web citation behaviour are not documented.

web_search Is web search available? [supported]: Included across licence models and optional at use time. Sources: swissgpt:swissgpt:product, swissgpt:swissgpt:terms.
admin_toggle Can admins disable it per organisation or group? [supported]: Administrator must enable the instance; can disable it instance-wide. Users consent per search and again for detected sensitive content. Sources: swissgpt:swissgpt:terms.
search_provider Which search provider handles queries, and where? [supported]: DPA Annex 3 names Brave Software, Inc., US, for Brave Search API; activated search sends query/chat content outside AlpineAI infrastructure. Sources: swissgpt:swissgpt:dpa, swissgpt:swissgpt:terms.
deep_research Is multi-step research with a report available? [unknown]: Is multi-step research with a report available? Unknown. Group-specific controls, a multi-step research/report mode and general web citation behaviour are not documented.
web_citations Are web sources cited? [unknown]: Are web sources cited? Unknown. Group-specific controls, a multi-step research/report mode and general web citation behaviour are not documented.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product, swissgpt:swissgpt:terms, swissgpt:swissgpt:dpa.

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

AGT-05 Agentic task execution

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

Mistral Vibe

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

AGT-06 Programmable access

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

Mistral Vibe

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

A separate AlpineAI API platform is advertised. Custom application integrations are explicitly offered under Enterprise from 10 licences; standalone API entitlement remains unknown and new accounts are activated gradually.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI API platform; version=not specified; plan=Enterprise custom application integrations from 10 licences; standalone API tariff/entitlement not established; add_ons=Individually contracted integration; API account activation required; deployment_mode=not specified; region=API portal advertises Swiss processing; endpoint-specific processing and contractual entitlement unverified; os=not specified.

Limitations

Enterprise custom integration is documented; a universal API entitlement across chat licence tiers is not.
No authenticated endpoint documentation, API account, rate-limit data or governance fixture was accessed.

chat_api Is there an API for chat and assistants? [partial]: The product page describes requests/results through its separate API platform and explicitly places custom integrations in Enterprise. The public API landing page supports REST/SDK positioning but requires sign-in and gradual account activation. Specific chat/assistant endpoints, auth methods, standalone licensing and inclusion in Standard/Premium were not verified. Sources: swissgpt:swissgpt:review2-product, swissgpt:swissgpt:review2-api-access, swissgpt:swissgpt:university.
knowledge_api Can documents be loaded through an API? [unknown]: No unauthenticated document-ingestion endpoint reference was retrieved from the API portal; naming general integrations is not proof of an ingestion API.
api_governance Do audit, budgets and model rules apply to API use? [unknown]: The API landing page advertises monitoring of usage and costs, but scope of chat audit, budgets and model rules for API calls was not established without authenticated documentation.
mcp_server Does the product expose itself to other agents over MCP? [unknown]: No AlpineAI-provided MCP server exposing the product to external agents was documented in the retrieved product or API landing pages.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:review2-product, swissgpt:swissgpt:review2-api-access, swissgpt:swissgpt:university.

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

The FAQ lists web and iOS/Android access.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client, AlpineAI iOS and Android apps; version=not specified; plan=Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.; add_ons=none stated; deployment_mode=not specified; region=Switzerland; mobile clients on user devices; os=iOS, Android.

Limitations

Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.

web Is a full web client available? [supported]: Works in Chrome, Firefox, Safari or Edge on internet-connected computers and mobile devices. Sources: swissgpt:swissgpt:product.
desktop_apps Windows and macOS apps? [unknown]: Windows and macOS apps? Unknown. Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.
mobile_apps iOS and Android apps with SSO? [partial]: iOS and Android apps are advertised; company SSO in those apps was not verified. Sources: swissgpt:swissgpt:product.
browser_extension Is there a browser extension or sidebar? [unknown]: Is there a browser extension or sidebar? Unknown. Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.
managed_deployment Can IT deploy and configure clients through MDM? [unknown]: Can IT deploy and configure clients through MDM? Unknown. Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.
client_feature_gaps Which features are missing on mobile? [unknown]: Which features are missing on mobile? Unknown. Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Standard and Premium include an Outlook add-in for reading, drafting and translating email.

Availability: generally-available · Delivery: official-integration
Scope: surfaces=AlpineAI Outlook add-in; version=not specified; plan=Standard and Premium; Enterprise packaging unspecified; add_ons=none stated; deployment_mode=not specified; region=Content processed on AlpineAI hardware in Switzerland; os=not specified.

Limitations

Word, Excel, PowerPoint, Teams and Google application integrations are not specified. Outlook add-in consent and compatibility requirements remain unverified.

word_excel_powerpoint Does it work inside Word, Excel and PowerPoint? [unknown]: Does it work inside Word, Excel and PowerPoint? Unknown. Word, Excel, PowerPoint, Teams and Google application integrations are not specified. Outlook add-in consent and compatibility requirements remain unverified.
outlook Does it work inside Outlook? [supported]: Add-in summarises messages/threads, drafts replies and translates within Outlook. The FAQ describes Get Add-Ins installation. Sources: swissgpt:swissgpt:product.
teams Is there a Teams app or bot? [unknown]: Is there a Teams app or bot? Unknown. Word, Excel, PowerPoint, Teams and Google application integrations are not specified. Outlook add-in consent and compatibility requirements remain unverified.
google_workspace_apps Does it work inside Docs, Sheets or Gmail? [unknown]: Does it work inside Docs, Sheets or Gmail? Unknown. Word, Excel, PowerPoint, Teams and Google application integrations are not specified. Outlook add-in consent and compatibility requirements remain unverified.
licence_prerequisites Which licences or consents are needed? [partial]: Included with Standard and Premium. Microsoft licence/version prerequisites and tenant consent requirements are not stated. Sources: swissgpt:swissgpt:product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

The platform and Outlook add-in offer drafting, summaries and translations.

Limitations

Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.

document_translation Can whole documents be translated with formatting kept? [unknown]: Can whole documents be translated with formatting kept? Unknown. Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.
translation_engine Which engine translates? [unknown]: Which engine translates? Unknown. Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.
glossaries Are company glossaries supported? [unknown]: Are company glossaries supported? Unknown. Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.
formality_and_variants Can formality and regional variants (de-CH) be set? [unknown]: Can formality and regional variants (de-CH) be set? Unknown. Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.
writing_tools Are dedicated rewrite and proofreading tools available? [partial]: The FAQ advertises drafting and replying to email, summaries and translations into Swiss national languages and English. Proofreading controls are not detailed. Sources: swissgpt:swissgpt:product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

WORK-05 Voice and meetings

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

Mistral Vibe

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Premium Listener records audio, transcribes Swiss German and creates minutes or summaries.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client, AlpineAI iOS and Android apps; version=not specified; plan=Premium Listener; Enterprise inclusion per order; add_ons=none stated; deployment_mode=not specified; region=Audio processing on AlpineAI-owned hardware in Switzerland; os=not specified.

Limitations

Read-aloud and live bidirectional voice conversation are undocumented; recognition quality was not independently tested.

dictation Can users dictate prompts? [partial]: Listener records dictation through the microphone and accepts existing audio files. Direct dictation into a chat prompt was not established. Sources: swissgpt:swissgpt:product.
read_aloud Can answers be read aloud? [unknown]: Can answers be read aloud? Unknown. Read-aloud and live bidirectional voice conversation are undocumented; recognition quality was not independently tested.
voice_conversation Is a live voice mode available? [unknown]: Is a live voice mode available? Unknown. Read-aloud and live bidirectional voice conversation are undocumented; recognition quality was not independently tested.
meeting_summaries Are meetings transcribed and summarised? [supported]: Advertises complete transcripts and structured minutes, summaries, key facts and to-dos; recordings process on AlpineAI hardware in Switzerland. Sources: swissgpt:swissgpt:product.
swiss_german_speech Is Swiss German speech recognised? [supported]: Vendor claims Swiss German and other dialect recognition, with transcript output in German, English, French or Italian. Sources: swissgpt:swissgpt:product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

WORK-07 Sharing and team spaces

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

Mistral Vibe

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

WORK-08 Interface languages and accessibility

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

Mistral Vibe

No public information found Support: not-published

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

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Terms specify a German and English interface; language quality was not observed.

Limitations

No authenticated German/French/Italian UI review, WCAG conformance statement or German admin-interface specification was located.

ui_languages Which UI languages are offered? [partial]: AGB 2.1 explicitly names German and English UI. Sector pages advertise processing of Swiss national languages and English; that does not establish French/Italian UI coverage. Sources: swissgpt:swissgpt:terms.
dach_language_quality Are German, French and Italian UIs complete and natural? [unknown]: Are German, French and Italian UIs complete and natural? Unknown. No authenticated German/French/Italian UI review, WCAG conformance statement or German admin-interface specification was located.
accessibility_statement Is there a WCAG conformance statement? [unknown]: Is there a WCAG conformance statement? Unknown. No authenticated German/French/Italian UI review, WCAG conformance statement or German admin-interface specification was located.
admin_ui_languages Is the admin interface available in German? [unknown]: Is the admin interface available in German? Unknown. No authenticated German/French/Italian UI review, WCAG conformance statement or German admin-interface specification was located.

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

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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

ADM-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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

ADM-03 Roles, groups and feature permissions

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

Mistral Vibe

No public information found Support: not-published

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

AlpineAI / SwissGPT

No public information found Support: not-published

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

ADM-04 Usage and adoption analytics

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

Mistral Vibe

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

ADM-05 Spend controls and cost allocation

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

Mistral Vibe

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

ADM-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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

ADM-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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Web search has a sensitive-content consent step; general PII/DLP handling is unverified.

Limitations

Custom patterns, external DLP integration, detection coverage and filter location are not documented; no AHV/IBAN fixture was used.

pii_detection Is personal data detected in prompts and files? [partial]: AGB 2.5 says the system can detect potentially sensitive search-query content; it does not specify personal-data types or uploaded-file detection. Sources: swissgpt:swissgpt:terms.
pii_action Is it redacted, masked, blocked or only warned? [partial]: Detected potentially sensitive web-search content requires renewed user consent before transmission. Redaction or blocking is not established. Sources: swissgpt:swissgpt:terms.
custom_patterns Can admins add custom patterns or terms? [unknown]: Can admins add custom patterns or terms? Unknown. Custom patterns, external DLP integration, detection coverage and filter location are not documented; no AHV/IBAN fixture was used.
dlp_integration Does it integrate with an existing DLP product? [unknown]: Does it integrate with an existing DLP product? Unknown. Custom patterns, external DLP integration, detection coverage and filter location are not documented; no AHV/IBAN fixture was used.
filter_location Where does filtering run? [unknown]: Where does filtering run? Unknown. Custom patterns, external DLP integration, detection coverage and filter location are not documented; no AHV/IBAN fixture was used.

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

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

Data 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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Swiss RIZ application hosting is consistently described. Green/RZO Swiss inference is a vendor security-page statement; a current contracted inference-site schedule is unverified because the July DPA does not list RZO. Storage, inference, support and optional search are scoped separately.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client, AlpineAI API platform; version=Public infrastructure page and DPA Annex 3 dated 10 July 2026; no tenant contract inspected; plan=Current AlpineAI sector offer; contract-specific residency and secret-data supplement conditional on signature; add_ons=none stated; deployment_mode=not specified; region=Advertised Swiss application hosting; current contracted inference map unverified; DPA CH/EEA with conditional third-country processing and optional external search; os=not specified.

Limitations

RZO is described as colocation, not as a foreign model API. Its absence from the July annex is not evidence of overseas inference or unauthorised processing.
The currently contracted complete inference-site list, per-index/log/telemetry locations and exhaustive staff access countries remain unknown.

storage_region Where are chats, files and indexes stored? [partial]: The security page describes application/data storage on AlpineAI hardware at two Swiss RIZ sites. July DPA Annex 3 independently lists RIZ CH for platform hosting and support. Separate per-index/log topology and a tenant-specific deployment schedule were not established. Sources: swissgpt:swissgpt:review2-security, swissgpt:swissgpt:review2-dpa.
inference_region Where do model calls run, per provider? [unknown]: The security page names Swiss Green and RZO GPU colocation on AlpineAI-owned/operated hardware without logical access by site operators. July DPA Annex 3 names Green and expressly describes pure colocation, but omits RZO. No newer public annex or contract-specific RZO authorisation was retrieved. The currently contracted complete inference-site map is therefore unknown; the marketing statement is not a verified current contract commitment.
backups_logs_region Where are backups, logs and telemetry? [partial]: July DPA Annex 3 lists cloudscale.ch CH for backup; Annex 2 describes daily offsite backups. This dated schedule does not establish every current log/telemetry or backup location. Sources: swissgpt:swissgpt:review2-dpa.
support_access_region From where can vendor staff access data? [partial]: The dated annex assigns RIZ CH to customer support and EU Atlassian/Custify to helpdesk/account functions. Physical staff access countries are not fully mapped. A separately signed secret-data supplement requires Swiss services where secret data is in plaintext. Sources: swissgpt:swissgpt:review2-dpa, swissgpt:swissgpt:secrecy.
swiss_hosting Is Swiss hosting available? [partial]: Swiss application hosting at RIZ is supported by both public sources. The full current inference-site inventory is withheld pending a current applicable schedule, so this is not an all-processing CH-residency assurance. Sources: swissgpt:swissgpt:review2-security, swissgpt:swissgpt:review2-dpa.
residency_plan Which plan or option provides residency? [partial]: DPA 1.5 permits CH/EEA processing with conditional third-country safeguards. Optional Brave search is separately listed with US processing. The secret-data supplement, only when signed and applicable, narrows plaintext services including APIs to Switzerland. A current tenant-specific inference schedule is still missing. Sources: swissgpt:swissgpt:review2-dpa, swissgpt:swissgpt:secrecy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:review2-security, swissgpt:swissgpt:review2-dpa, swissgpt:swissgpt:secrecy.

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

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

DATA-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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

The terms prohibit model training on customer inputs. API zero retention has a narrow signed secrecy-agreement scope.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client, AlpineAI API platform; version=not specified; plan=Current hosted plans; zero retention only AI API services under signed secret-data supplement; add_ons=Signed supplementary agreement for legally secret data, where applicable; deployment_mode=not specified; region=CH for plaintext secret-data services; general DPA CH/EEA with conditional third countries; os=not specified.

Limitations

Ordinary-chat/provider retention and general staff-review practice outside the signed secret-data scope are not documented. DPA anonymised-data use must be read alongside the narrower no-training clause.

vendor_training Does the vendor train on customer content? [supported]: AGB 4.4 says customer inputs do not feed back into language-model development. DPA 2.4 separately permits anonymisation and use for service/product development; this is not a blanket prohibition on every secondary use. Sources: swissgpt:swissgpt:terms, swissgpt:swissgpt:dpa.
provider_training Do model providers train on it under this product's contracts? [partial]: Vendor says models run on AlpineAI hardware without foreign model APIs; a separate third-party model-provider training contract is not established. Sources: swissgpt:swissgpt:product.
provider_retention How long do model providers keep prompts, including for abuse monitoring? [partial]: Signed secrecy agreement forbids storing/logging AI API input and output for secret data. Ordinary web-chat and general API retention periods are unspecified. Sources: swissgpt:swissgpt:secrecy.
zero_retention Is zero data retention available, and on which plan? [supported]: Available contractually for AI API services processing legally secret data when the supplementary agreement is signed. It is not a general chat-history promise. Sources: swissgpt:swissgpt:secrecy.
human_review Can provider staff review content? [supported]: For secret data under the signed supplement, plaintext access needs individual approval, unavoidable BCM emergency or a binding Swiss order; staff abuse monitoring with plaintext access is forbidden. Sources: swissgpt:swissgpt:secrecy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:terms, swissgpt:swissgpt:dpa, swissgpt:swissgpt:product, swissgpt:swissgpt:secrecy.

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

The DPA requires deletion after contract end with a backup-cycle exception.

Limitations

Default chat/file/index/log periods, customer retention settings, permanent user deletion and the backup-cycle deadline are not specified.

default_retention What is retained and for how long by default? [unknown]: What is retained and for how long by default? Unknown. Default chat/file/index/log periods, customer retention settings, permanent user deletion and the backup-cycle deadline are not specified.
admin_retention Can admins set retention periods? [unknown]: Can admins set retention periods? Unknown. Default chat/file/index/log periods, customer retention settings, permanent user deletion and the backup-cycle deadline are not specified.
user_deletion Can users delete their chats and files permanently? [unknown]: Can users delete their chats and files permanently? Unknown. Default chat/file/index/log periods, customer retention settings, permanent user deletion and the backup-cycle deadline are not specified.
contract_end_deletion What is deleted at contract end, and when? [partial]: DPA 9.1 requires deletion of provided customer data on termination. Backup copies delete on restoration and ultimately as backup cycles expire; no cycle duration is given. AGB 7.5 offers written confirmation on request with legal-retention exceptions. Sources: swissgpt:swissgpt:dpa, swissgpt:swissgpt:terms.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:dpa, swissgpt:swissgpt:terms.

DATA-05 Sub-processors and foreign-law exposure

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

Mistral Vibe

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

A public July 2026 DPA annex lists operational suppliers and contract notification/transfer terms. It is a dated source, not proof of the complete current provider list: RZO appears only on the security page and its current contractual status remains unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client, AlpineAI API platform; version=DPA Annex 3 dated 10 July 2026; re-retrieved 21 October 2026; plan=AlpineAI platform contracts; current tenant-specific supplier schedule not inspected; add_ons=none stated; deployment_mode=not specified; region=Dated annex CH/EU/US supplier locations; current complete country/supplier schedule unverified; os=not specified.

Limitations

No current complete provider/country schedule or RZO-specific authorisation was retrieved; no inference is made that RZO is approved, unauthorised or a separate model provider.
Ultimate ownership and supplier-specific US transfer instruments remain unknown.

subprocessor_list Is a dated sub-processor list published? [partial]: A public Annex 3 dated 10 July 2026 is downloadable through /avv/. It includes RIZ hosting/support and Green colocation. The security page additionally names RZO. No updated public annex, RZO approval notice or tenant-specific schedule was obtained, so completeness/current applicability is unknown. Sources: swissgpt:swissgpt:review2-dpa, swissgpt:swissgpt:review2-security.
subprocessor_countries Which countries do sub-processors operate in? [partial]: The dated annex lists CH data locations for RIZ, Green, cloudscale, accounting and IT operations; EU for helpdesk/payments/customer success; US for CRM and opt-in Brave search. Green is described as rack/power/network colocation without logical access, not model-provider API processing. These are the annex entries, not an exhaustive current content-processing country map. Sources: swissgpt:swissgpt:review2-dpa.
change_notification Are customers notified of sub-processor changes? [supported]: DPA 7.3 requires text notice of intended additions/replacements and gives 14 days for an objection supported by an important reason. No customer-specific change notice was inspected. Sources: swissgpt:swissgpt:review2-dpa.
parent_jurisdiction Which jurisdiction governs the vendor and its parent? [partial]: The contracting entity is AlpineAI AG in Davos, Switzerland; ultimate parent/beneficial-owner jurisdiction was not established. Sources: swissgpt:swissgpt:imprint, swissgpt:swissgpt:terms.
transfer_mechanism Which transfer mechanism applies to non-EU/CH processing? [partial]: DPA 1.5 conditions third-country processing on prior written notice and adequate safeguards such as SCCs or adequacy. It does not map a particular transfer instrument to each US supplier. Sources: swissgpt:swissgpt:review2-dpa.
government_access_policy Is there a published government-access or transparency policy? [supported]: DPA 2.1 requires notice of legally mandated processing unless prohibited. The separately signed secret-data supplement adds Swiss-order notice, challenge assistance and minimal disclosure, within its Swiss secret-data scope. Sources: swissgpt:swissgpt:review2-dpa, swissgpt:swissgpt:secrecy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:review2-dpa, swissgpt:swissgpt:review2-security, swissgpt:swissgpt:imprint, swissgpt:swissgpt:terms, swissgpt:swissgpt:secrecy.

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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Public DPA and secrecy supplement address Swiss data protection and professional/official secrecy.

Limitations

DPA negotiability, EU AI Act provider/deployer documents and a FINMA-specific pack are not provided in the reviewed public materials.

dpa Is a DPA available, and is it negotiable? [partial]: A public DPA applies to individuals without AlpineAI signature; companies may obtain a countersigned copy. Negotiation rights are not established. Sources: swissgpt:swissgpt:dpa.
revdsg_gdpr Does the DPA cover revDSG and GDPR? [supported]: DPA expressly cites Art. 9 Swiss DSG and Art. 28 GDPR and defines controller/processor roles. Sources: swissgpt:swissgpt:dpa.
governing_law Which law and court govern the contract? [supported]: DPA 11.4 specifies Swiss law and exclusive Zürich jurisdiction; AGB 11.4 preserves AlpineAI rights to sue elsewhere. Sources: swissgpt:swissgpt:dpa, swissgpt:swissgpt:terms.
ai_act_materials Is EU AI Act documentation provided? [unknown]: Is EU AI Act documentation provided? Unknown. DPA negotiability, EU AI Act provider/deployer documents and a FINMA-specific pack are not provided in the reviewed public materials.
sector_materials Are FINMA or other sector materials provided? [partial]: Public signed supplement covers legally secret data including official/professional secrecy, CH plaintext services and annual assurance evidence. No FINMA-specific outsourcing dossier was located. Sources: swissgpt:swissgpt:secrecy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:dpa, swissgpt:swissgpt:terms, swissgpt:swissgpt:secrecy.

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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

AlpineAI claims ISO 27001:2022 and VDSZ issued by SQS; certificates were not inspected.

Limitations

No issuer certificate or full report was obtained. ISO/VDSZ validity and scope, SOC 2 type/period, C5 and independent penetration-test summary remain unverified.

iso_27001 ISO 27001 with scope and validity? [partial]: Vendor identifies AlpineAI AG, SQS and ISO 27001:2022. Certificate scope and validity were not retrieved, so this remains vendor-claimed. Sources: swissgpt:swissgpt:security.
soc2 SOC 2 type, period and covered service? [unknown]: SOC 2 type, period and covered service? Unknown. No issuer certificate or full report was obtained. ISO/VDSZ validity and scope, SOC 2 type/period, C5 and independent penetration-test summary remain unverified.
c5 BSI C5 attestation? [unknown]: BSI C5 attestation? Unknown. No issuer certificate or full report was obtained. ISO/VDSZ validity and scope, SOC 2 type/period, C5 and independent penetration-test summary remain unverified.
other_certifications Which other certificates (27701, 42001, TISAX)? [partial]: Vendor claims VDSZ, issued by SQS. No certificate number, scope or expiry was retrieved. Sources: swissgpt:swissgpt:security.
report_access How can customers obtain reports? [supported]: DPA 6.1 permits documentary assurance such as ISO records/internal audits; signed secret-data supplement promises annual certification/report covering the processing without extra charge. Sources: swissgpt:swissgpt:dpa, swissgpt:swissgpt:secrecy.
pentest Are independent penetration test summaries available? [partial]: DPA Annex 2 promises regular penetration testing; independence and a public summary are not established. Sources: swissgpt:swissgpt:dpa.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:security, swissgpt:swissgpt:dpa, swissgpt:swissgpt:secrecy.

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

No public information found Support: not-published

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

AlpineAI / SwissGPT

Agent cross-checked Support: partial

The vendor describes AES-256 at rest, TLS in transit and isolation on its own hardware.

Limitations

Customer-managed or customer-held keys, key location, customer private connectivity and technical tenant-isolation model remain unspecified.

encryption_at_rest Is data encrypted at rest? [supported]: Security page names AES-256 at rest and TLS between clients and platform; DPA Annex 2 requires encryption. Sources: swissgpt:swissgpt:security, swissgpt:swissgpt:dpa.
customer_managed_keys Can the customer manage or hold the keys? [unknown]: Can the customer manage or hold the keys? Unknown. Customer-managed or customer-held keys, key location, customer private connectivity and technical tenant-isolation model remain unspecified.
private_networking Is private connectivity or IP restriction available? [partial]: GPU partners are described as VPN-only infrastructure. A customer Private Link, VPN or IP allow-list option is not established. Sources: swissgpt:swissgpt:security.
tenant_isolation How are customers separated in shared SaaS? [partial]: Vendor claims isolated/private-cloud environments and least-privilege RBAC. Exact shared-SaaS tenant separation and single-tenancy guarantees are not documented. Sources: swissgpt:swissgpt:security.

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

AlpineAI publishes a separate bilateral undertaking for Swiss official, professional and other statutory secret data. It binds staff and subcontractors, restricts plaintext access and requires Swiss plaintext services when signed. Plan eligibility, any supplement fee and German § 203 coverage remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client, AlpineAI API platform; version=Supplement printed 30 March 2026; plan=AlpineAI platform under a signed main contract and supplementary secrecy agreement; eligible plan tiers unpublished; add_ons=Signed supplementary secrecy agreement; price unpublished; deployment_mode=not specified; region=Swiss statutory secrecy; services exposing secret data in plaintext, including APIs, exclusively in Switzerland; os=not specified.

Limitations

The supplement is conditional on both signatures and processing Swiss legally secret data. Its Swiss Art. 320 ff. reference is not evidence of a German § 203 agreement or a legal suitability assessment for a particular profession.
Plan eligibility, any supplement fee, executed customer agreements and the actual downstream staff/subcontractor agreements remain unverified.

secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [supported]: The public two-party signature template supplements the platform main contract and DPA. It takes effect on the last signature and only while the customer processes data subject to Swiss official, professional or other statutory secrecy (example: Art. 320 ff. Swiss StGB). Section 3 requires equivalent contractual obligations for AlpineAI staff who may access plaintext. This establishes a published undertaking for signature, not an inspected executed customer agreement or an express German § 203 instrument. Sources: swissgpt:swissgpt:secrecy.
subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [supported]: Section 3 requires AlpineAI to impose at least equivalent contractual obligations on its subcontractors and staff who may access secret data in plaintext. The DPA safeguards also apply to secret data, with the stronger secrecy supplement taking priority. Actual downstream signed agreements were not public and were not inspected. Sources: swissgpt:swissgpt:secrecy.
secrecy_offering Is it a dedicated offering or add-on, and on which plan? [partial]: The security page offers corporate customers an additional secrecy agreement; the public template is separate from the main contract and DPA and requires both parties to sign. No named eligible package, paid add-on tariff or general supplement fee was established. The annual assurance evidence is promised without extra cost, which does not establish that the agreement itself is free. Sources: swissgpt:swissgpt:security, swissgpt:swissgpt:secrecy.
content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [supported]: Under the signed supplement, AlpineAI and subcontractor staff may access plaintext only on a need-to-know basis plus individual prior customer approval, an unavoidable urgent business-continuity emergency, or a binding Swiss authority order. AlpineAI must take reasonable measures to prevent third-party plaintext access. AI API inputs and outputs must not be stored or logged, human abuse monitoring with plaintext access is prohibited, and plaintext services including APIs must remain in Switzerland. The security page separately says AlpineAI operates the models and colocation providers have no logical access to systems or data. These are contract terms and vendor disclosures, not a hands-on verification of every data flow. Sources: swissgpt:swissgpt:secrecy, swissgpt:swissgpt:security.
secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [supported]: A public two-page contract template, printed 30 March 2026, sets scope, precedence, secrecy duties, staff/subcontractor flow-down, plaintext access, Swiss processing, API retention and signature blocks. Section 3 also promises annual assurance evidence covering secret-data processing at no extra cost and a customer audit right at customer expense. The security page explains the supplementary agreement. No executed customer contract was inspected. Sources: swissgpt:swissgpt:secrecy, swissgpt:swissgpt:security.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:secrecy, swissgpt:swissgpt:security.

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Prices differ by sector and billing period; Enterprise is quoted from 10 licences.

Limitations

Enterprise rates, VAT treatment, university monthly-toggle verification, model/search quotas, overage prices and integration charges are not established. Do not treat the annual default shown by text extraction as monthly billing.

pricing_unit What is the pricing unit? [supported]: Standard/Premium price per individual user licence. Enterprise package starts at 10 licences. Sources: swissgpt:swissgpt:public-pricing, swissgpt:swissgpt:health-pricing, swissgpt:swissgpt:university.
list_prices What are list prices per plan, with date and currency? [partial]: As retrieved 2026-10-21: administration Standard/Premium CHF 79/89 per user/month with monthly billing, CHF 74/80 per month with annual billing. Healthcare CHF 89/99 monthly or CHF 80/90 per month annual. University page displays annual CHF 74/80; monthly amounts were not independently toggled. Tax inclusion is not stated clearly, so no ex-VAT conversion is asserted. Sources: swissgpt:swissgpt:public-pricing, swissgpt:swissgpt:health-pricing, swissgpt:swissgpt:university.
included_usage What usage is included? [partial]: Standard has chat/search, uploads, Outlook and 2 assistants; Premium adds Listener, prebuilt assistants and 5 assistants, each listed at 50 documents / max. 100 MB. General inference/search token allowances are not published. Sources: swissgpt:swissgpt:university.
add_ons Which features cost extra? [partial]: Premium adds Listener and preconfigured assistants; Enterprise covers custom integrations. AGB 2.3 permits charges for new major functionality; numeric integration/service fees are unspecified. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms.
overage What do usage beyond limits and premium models cost? [unknown]: What do usage beyond limits and premium models cost? Unknown. Enterprise rates, VAT treatment, university monthly-toggle verification, model/search quotas, overage prices and integration charges are not established. Do not treat the annual default shown by text extraction as monthly billing.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:public-pricing, swissgpt:swissgpt:health-pricing, swissgpt:swissgpt:university, swissgpt:swissgpt:terms.

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

ALM-14 shared cost assumptions v1.4, 2026-10-21. The required 200, 1,000 and 5,000-seat annual scenarios cannot be priced from the public individual plans.

Limitations

ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.

cost_200 Year-one cost at 200 users? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.
cost_1000 Year-one cost at 1,000 users? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.
cost_5000 Year-one cost at 5,000 users? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.
variable_share Which part depends on usage? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.
unknown_parts Which costs could not be priced? [supported]: Enterprise applies from 10 licences and is quote-only; fixed package, usage, integrations, service charges and tax treatment remain unknown. No sales quote was requested. Sources: swissgpt:swissgpt:university.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:ecb-fx.

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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Sector pages offer online free tests; Enterprise evaluation scope is not published.

Limitations

A permanent business free tier, trial duration/card requirements, Enterprise SSO/admin/connector coverage and fixture access are not established.

free_tier Is there a free tier for business use? [unknown]: Is there a free tier for business use? Unknown. A permanent business free tier, trial duration/card requirements, Enterprise SSO/admin/connector coverage and fixture access are not established.
self_serve_trial Is a self-serve business trial available? [partial]: Standard/Premium pages link free testing through Stripe and AGB 3.1 allows self-registration. Trial duration, card requirement and quotas were not verified. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms.
trial_scope Do trials include SSO, connectors and admin features? [unknown]: Do trials include SSO, connectors and admin features? Unknown. A permanent business free tier, trial duration/card requirements, Enterprise SSO/admin/connector coverage and fixture access are not established.
sales_gate Does meaningful evaluation require sales contact? [partial]: Individual plans can be purchased by self-registration; the Enterprise integration offer routes to consultation. No account or sales contact was used. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms.

VEN-04 Contract terms and pricing transparency

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

Mistral Vibe

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Small plans renew monthly or yearly; Enterprise starts at 10 licences with quoted terms.

Limitations

Seat-reduction/downgrade timing, future price-change rules, EUR invoicing and complete Enterprise commitments are not specified.

minimum_commitment What seat or spend minimum applies? [supported]: Standard/Premium cover up to 9 individual licences; Enterprise starts at 10. Sources: swissgpt:swissgpt:university.
contract_length What contract lengths are offered? [supported]: AGB 3.1 defaults to one calendar month or twelve months with renewal for the same term; an order may set other terms. Sources: swissgpt:swissgpt:terms.
cancellation How can the contract be cancelled or reduced? [partial]: Either party may cancel for term end through the platform where available or support; prepaid fees are not refunded. Downgrade rules are not specified. Sources: swissgpt:swissgpt:terms.
local_invoicing Can it be invoiced in CHF or EUR from a European entity? [partial]: Prices are displayed in CHF and AlpineAI AG is Swiss. Standard offers use credit card; invoices can be offered case by case with 14-day payment. EUR invoicing is unverified. Sources: swissgpt:swissgpt:terms, swissgpt:swissgpt:public-pricing.
transparency_class Is pricing transparent, partial, quote-only or unknown? [supported]: Partially specified individual-sector prices; quote-only Enterprise from 10 licences. Public prices do not establish tax or all usage/service charges. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:public-pricing, swissgpt:swissgpt:health-pricing.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms, swissgpt:swissgpt:public-pricing, swissgpt:swissgpt:health-pricing.

VEN-05 Source licence

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

Mistral Vibe

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Terms grant a contractual right to use a proprietary platform.

Limitations

Component licences, branding or user-count restrictions beyond purchased licences, and a separate enterprise source edition are not published. No public implementation repository was identified.

licence_type Which licence applies to each component? [supported]: AGB 4.1-4.3 grants non-exclusive, non-transferable access during the contract and reserves platform software, algorithms, documentation and branding rights to AlpineAI. Open-model use is separate. Sources: swissgpt:swissgpt:terms.
branding_restrictions Do licence terms restrict branding or user counts? [unknown]: Do licence terms restrict branding or user counts? Unknown. Component licences, branding or user-count restrictions beyond purchased licences, and a separate enterprise source edition are not published. No public implementation repository was identified.
enterprise_features_closed Are enterprise features in a separate closed edition? [unknown]: Are enterprise features in a separate closed edition? Unknown. Component licences, branding or user-count restrictions beyond purchased licences, and a separate enterprise source edition are not published. No public implementation repository was identified.

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

VEN-06 Data export and exit

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

Mistral Vibe

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.

AlpineAI / SwissGPT

No public information found Support: not-published

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

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

Agent cross-checked Support: partial

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Support uses a service portal and email fallback; terms promise 99% availability.

Limitations

DE/FR/IT support guarantees, support hours, response times, SLA credits and an official public status/incident history were not located.

support_channels Which support channels are available on each plan? [supported]: Service Desk/email is listed in sector plans. AGB 9.2 requires support-portal tickets, with email when the portal is technically unreachable. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms.
support_languages Is support available in German, French or Italian? [unknown]: Is support available in German, French or Italian? Unknown. DE/FR/IT support guarantees, support hours, response times, SLA credits and an official public status/incident history were not located.
regional_presence Is there a DACH or Swiss entity, team or partner? [supported]: AlpineAI AG lists a Davos, Switzerland address. Sources: swissgpt:swissgpt:imprint.
uptime_sla Is there an uptime SLA with credits? [partial]: AGB 9.1 promises 99% availability during the licence term with planned/urgent maintenance exceptions. No credit schedule or response-time commitment was located. Sources: swissgpt:swissgpt:terms.
status_page Is there a public status page with history? [unknown]: Is there a public status page with history? Unknown. DE/FR/IT support guarantees, support hours, response times, SLA credits and an official public status/incident history were not located.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms, swissgpt:swissgpt:imprint.

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Sector offers describe guided rollout, workshops and a six-lesson e-learning course.

Limitations

Champion programmes, training languages, mandatory onboarding scope and separate professional-service charges are not published.

onboarding_service Is guided onboarding included? [partial]: University and healthcare pages offer implementation help and onsite team training; inclusion in licence price is not stated. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:health-pricing.
user_training Is end-user training offered, in which languages? [partial]: Six e-learning lessons and prompting/use-case workshops are offered; delivery languages are not specified. Sources: swissgpt:swissgpt:product, swissgpt:swissgpt:university.
use_case_library Are role-based use cases and templates provided? [supported]: Sector pages describe university, authority and healthcare use cases; Premium adds preconfigured assistants. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:product.
adoption_programme Is there a champion or adoption programme? [unknown]: Is there a champion or adoption programme? Unknown. Champion programmes, training languages, mandatory onboarding scope and separate professional-service charges are not published.
service_cost Which services cost extra? [unknown]: Which services cost extra? Unknown. Champion programmes, training languages, mandatory onboarding scope and separate professional-service charges are not published.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:health-pricing, swissgpt:swissgpt:product.

Sources

Mistral Vibe public plan comparison mistral-vibe:mistral-vibe:plan-matrix-20261026
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.
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 · vendor-claimed · Source date not stated · Retrieved 2026-10-26
Mistral release notes mistral-vibe:mistral-vibe:m-release-notes-20261026
Chat-to-Work migration is phased, with Enterprise migration starting October 1 and an approximate six-month administrator window.
2026-09-22: simpler Vibe experience; Knowledge Base; spreadsheets; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2e5b0d700fa3426538fedfdd02bc63bbab6d2b97b91c1f72c6460a3a6ea0d07b on 2026-10-26 · documented · Source date 2026-09-22 · Retrieved 2026-10-26
Mistral Vibe product mistral-vibe:mistral-vibe:m-home-20261026
Mistral combines Work/Chat and coding under Vibe and offers Enterprise on-premise/private-cloud deployments.
FAQ: name, deployment, voice and integrations; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 0246e627184ac60f05c6672201cd99be89752c34cae3e7b4a1e899be9508869b on 2026-10-26 · vendor-claimed · Source date not stated · Retrieved 2026-10-26
Generate images mistral-vibe:mistral-vibe:m-image-20261026
Image generation uses Black Forest Labs models and supports uploaded-image edits with plan limits.
Model provider; editing; limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ea76aed6c7b591368c3ae678e2e772ed8be592a7d01931f63e5cc001ab915f23 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Work with Files and Canvas mistral-vibe:mistral-vibe:m-files-20261026
Files and Canvas support documents, scanned images, audio analysis, editable outputs and PowerPoint/table export.
Supported formats; image/audio/spreadsheet analysis; Canvas exports; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 69c16ff45099cba600e79f8ed219a4765adc73d4b015f332be1f4fc28b3fb6b6 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
AlpineAI product and FAQ swissgpt:swissgpt:product
Describes browser and mobile access, Mistral Large 3 on AlpineAI hardware, document assistants, Outlook, Listener and Enterprise integrations.
Chat; Assistants; Listener; FAQs on models, Outlook, licences · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Mistral release notes mistral-vibe:mistral-vibe:m-release-notes
Chat-to-Work migration is phased, with Enterprise migration starting October 1 and an approximate six-month administrator window.
2026-09-22: simpler Vibe experience; Knowledge Base; spreadsheets · documented · Source date 2026-09-22 · Retrieved 2026-10-21
Mistral changelog mistral-vibe:mistral-vibe:m-releases
A public dated model/API changelog exists, but it does not establish per-plan Vibe availability lag.
Dated model/API entries · documented · Source date not stated · Retrieved 2026-10-21
Mistral pricing mistral-vibe:mistral-vibe:m-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.
Free/Pro/Team/Enterprise cards; feature table; FAQs · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Add context with Libraries mistral-vibe:mistral-vibe:m-libraries
Libraries persist uploaded/indexed knowledge, allow individual/organization sharing and provide numbered source references.
Upload and limits; sharing; source references; data and privacy · documented · Source date not stated · Retrieved 2026-10-21
Subscriptions mistral-vibe:mistral-vibe:m-subscription
The plan spans Vibe/Studio/API, while included allowance and prepaid PAYG have product-specific behavior.
Global plan; monthly usage; PAYG · documented · Source date not stated · Retrieved 2026-10-21
Work with Files and Canvas mistral-vibe:mistral-vibe:m-files
Files and Canvas support documents, scanned images, audio analysis, editable outputs and PowerPoint/table export.
Supported formats; image/audio/spreadsheet analysis; Canvas exports · documented · Source date not stated · Retrieved 2026-10-21
Spreadsheets mistral-vibe:mistral-vibe:m-sheets
Paid Work supports spreadsheet generation/editing and downloadable XLSX output; fidelity requires testing.
Paid-plan availability; formulas; export · documented · Source date not stated · Retrieved 2026-10-21
AlpineAI universities swissgpt:swissgpt:university
Lists licence limits and Enterprise threshold, university integration process and onboarding.
Prices; Integration & Licenses; Features & Languages · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Connect tools with Connectors mistral-vibe:mistral-vibe:m-connectors-20261026
Featured connectors use OAuth and live retrieval; source content and conversations have separately stated storage/training policies.
Featured connectors; approval; data and privacy; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 3cc3745b35cceeb58b7e3055a0f9b3c0e59363853336f857c30f2a589e04bc36 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
MCP Connectors mistral-vibe:mistral-vibe:m-mcp-20261026
Admins add HTTPS MCP servers with OAuth/Bearer/Basic or no authentication; users may preauthorize individual functions.
Custom configuration; authentication; per-function permissions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5e97d5e51b4f26d358561bcd3533c6bf7e666845874071508428b023e9457666 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
AlpineAI product and FAQ swissgpt:swissgpt:product-20261026
Describes browser and mobile access, Mistral Large 3 on AlpineAI hardware, document assistants, Outlook, Listener and Enterprise integrations.
Chat; Assistants; Listener; FAQs on models, Outlook, licences · vendor-claimed · Source date not stated · Retrieved 2026-10-26
AlpineAI security and compliance swissgpt:swissgpt:security-20261026
Separates RIZ application hosting from Green and RZO inference and describes encryption, access restrictions and external-search opt-in.
Infrastructure; isolation; encryption; security FAQ · vendor-claimed · Source date not stated · Retrieved 2026-10-26
AlpineAI authorities and institutions swissgpt:swissgpt:public-pricing-20261026
Monthly billing is CHF 79 Standard or CHF 89 Premium per user; annual billing displays CHF 74 or CHF 80 per month; Enterprise is quoted from 10 licences.
Prices; pricing-toggle applyMode(monthly/yearly) and billing labels in delivered HTML · documented · Source date not stated · Retrieved 2026-10-26
AlpineAI healthcare swissgpt:swissgpt:health-pricing-20261026
Healthcare monthly billing is CHF 89 Standard or CHF 99 Premium per user; annual billing displays CHF 80 or CHF 90 per month.
Prices; pricing-toggle applyMode(monthly/yearly) and billing labels in delivered HTML · documented · Source date not stated · Retrieved 2026-10-26
Add context with Libraries mistral-vibe:mistral-vibe:m-libraries-20261026
Libraries persist uploaded/indexed knowledge, allow individual/organization sharing and provide numbered source references.
Upload and limits; sharing; source references; data and privacy; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 8c7fe6f7c1aba5acc314428ee145b6df19e6bd24c2c14139f419a8e27e1fcfd5 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Mistral connected-tool data controls mistral-vibe:mistral-vibe:connector-data-controls-20261026
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.
Request-time connectors versus indexed Knowledge Connectors, source deletion and permission changes; HTTP 200, body SHA256 66ff17f717a1e1387b8e1320d1a7bfe1d843902cdec51525b02acc068c26e54a · documented · Source date 2026-08-12 · Retrieved 2026-10-26
Workspaces in Vibe mistral-vibe:mistral-vibe:m-adminvibe-20261026
Admins configure per-Workspace features, chat retention and tracing; linked connector accounts are not isolated per Workspace.
Connector accounts; feature toggles; retention; tracing; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ceefc4c8001e86724007c916e453c861c23beb3ca2da96d97ad78073d7f07dfa on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Set custom instructions mistral-vibe:mistral-vibe:m-instructions-20261026
Users set persistent role/tone/output instructions; these are instructions to the model, not an independently enforced policy.
Persistent preferences; tone; limitations; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 51d552c0953898b24c8524746b24f1370bb5d3cc72ec01ef36902437e1823a54 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Group tasks with Projects mistral-vibe:mistral-vibe:m-projects-20261026
Projects apply shared context/instructions to their own conversations; deleting a project retains its chats in main history.
Project instructions/context; chat organization; deletion; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ff0dd2912de917c2747e25ed4f83f6b3569f00a09c06a6de2c14d6a8cb0b43aa on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Knowledge Base mistral-vibe:mistral-vibe:m-memory-20261026
Work stores cross-chat personal knowledge with view/edit/delete/export controls and administrator settings, including sensitive-data restrictions.
User and admin controls; sensitive data; related features; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 613f78a4a63a8c05c84a120f66cdf8f3489d547124b13d1118abeb6784fce56f on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Agents, legacy Chat mistral-vibe:mistral-vibe:m-legacy-agents-20261026
Legacy Chat Agents have instructions/knowledge/tools and sharing, but cannot be called programmatically and are being replaced by Skills.
Migration warning; configuration; sharing; Agents and API; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 542944a04b534264b9275f8181e3b7646cc00cade371ea6593f7e2ce42975836 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Reuse work with Skills mistral-vibe:mistral-vibe:m-skills-20261026
Skills package reusable instructions/resources and can be Workspace-shared or force-enabled by an administrator.
Built-in skills; personal/Workspace; force-enable; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2f0b7278ab361694b57ff14e93efd7122bbb79dc84a57250a366092156f1b825 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Admin connector controls mistral-vibe:mistral-vibe:m-admincon-20261026
Admins can connect organization-level GitHub/Slack bot accounts and allow/restrict/block connector tools per Workspace.
App Connections; credentials; permissions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cb054ecf6a8d510006abc7d3d67519376efb3d8f3afe1f4958733b2e6edb8298 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Search the web mistral-vibe:mistral-vibe:m-web-20261026
Work offers live web search with citations, Open URL and Deep Research as a Skill; generic search-processing location is not specified.
Web search; news partners; Open URL; Deep Research; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5b610273811ca8dc13326556bfd819d407822bde50c8f72fc3d24db734321479 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Code Interpreter mistral-vibe:mistral-vibe:m-interpreter-20261026
Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files.
Paid plans; isolated Python/TypeScript sandbox; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7010e49b18df7a09c06815a2d6a473387727dafaeba1600dbdfc2130add0fd79 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Run Workflows mistral-vibe:mistral-vibe:m-workflows-20261026
Developers build/publish coded Studio workflows which users invoke explicitly from Work; Skills are not deterministic workflows.
Studio-built workflows; Skills vs Workflows; limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 f76422c0bf363fb3247af96cca668f446507fd25a4689a320b9546dc07176d6f on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Safety and approvals mistral-vibe:mistral-vibe:m-safety-20261026
Work exposes task progress and tool inputs/results; writes require approval unless preauthorized, and stop does not undo completed external actions.
Continue/Always allow/Decline; stop; todos and tool calls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 d666f33e5341293b71de8e998b7c360c42ca2b44cd735749d071dffb3ad4e229 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
User groups mistral-vibe:mistral-vibe:m-groups-20261026
Enterprise groups assign roles/access to Workspaces, including externally managed identity-provider groups.
Enterprise availability; externally managed groups; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 03c1b2de931a321ff17def3092c12f0b3ad8530165a22b9e3e747cdcbcbb318d on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
AlpineAI general terms swissgpt:swissgpt:terms
Defines cloud licensing, no-training promise, web-search consent and quotas, subscription cancellation, 99 percent availability and Swiss law.
Sections 2.1-2.5, 3, 4, 7.5, 9 and 11 · documented · Source date 2026-05-25 · Retrieved 2026-10-21
AlpineAI data processing agreement swissgpt:swissgpt:dpa
Sets CH/EEA processing with a third-country exception, anonymised-data use, deletion and backup exception, safeguards and a dated subprocessor list.
Pages 1-4 sections 1.5, 2.4, 7, 9 and 11; pages 6-7 Annexes 2-3 · documented · Source date 2026-07-10 · Retrieved 2026-10-21
Schedule tasks mistral-vibe:mistral-vibe:m-schedule-20261026
Work scheduling is public preview and time-triggered; unattended writes need preauthorization and no current event-trigger support is promised.
Public Preview; time-based triggers; approvals; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e4c6a01ef68d7989ed26518a38cc835790d8f3215240c678de3434f6223a1e44 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Agents, legacy Chat mistral-vibe:mistral-vibe:m-legacy-agents
Legacy Chat Agents have instructions/knowledge/tools and sharing, but cannot be called programmatically and are being replaced by Skills.
Migration warning; configuration; sharing; Agents and API · documented · Source date not stated · Retrieved 2026-10-21
User provisioning with the Admin API mistral-vibe:mistral-vibe:m-provision
An Enterprise Admin API supports user/group/Workspace lifecycle actions but requires separately enabled access.
Enterprise access gate; users; groups; removal · documented · Source date not stated · Retrieved 2026-10-21
Usage metrics with the Admin API mistral-vibe:mistral-vibe:m-usage-api
Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent.
Billing usage; lechat per-user/per-agent metrics · documented · Source date not stated · Retrieved 2026-10-21
AlpineAI product and FAQ swissgpt:swissgpt:review2-product
The product page assigns Standard/Premium to assistants, not autonomous agents; it explicitly assigns custom integrations to Enterprise.
Integrations; Assistants & Agents; Operations & Licences · vendor-claimed · Source date not stated · Retrieved 2026-10-21
AlpineAI API platform swissgpt:swissgpt:review2-api-access
Public API portal redirects to authentication and states that access is limited with gradual account activation; no authenticated endpoint/entitlement documentation was accessed.
Authentication landing page; limited access notice · documented · Source date not stated · Retrieved 2026-10-21
Mistral Vibe product mistral-vibe:mistral-vibe:m-home
Mistral combines Work/Chat and coding under Vibe and offers Enterprise on-premise/private-cloud deployments.
FAQ: name, deployment, voice and integrations · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Use Voice mode mistral-vibe:mistral-vibe:m-voice
Voice prompts are transcribed on web/mobile; the guide lists DE/FR/IT and says Team/Enterprise voice is training-opted-out by default.
Web/mobile; transcription; languages; privacy · documented · Source date not stated · Retrieved 2026-10-21
Set custom instructions mistral-vibe:mistral-vibe:m-instructions
Users set persistent role/tone/output instructions; these are instructions to the model, not an independently enforced policy.
Persistent preferences; tone; limitations · documented · Source date not stated · Retrieved 2026-10-21
Commercial terms of service mistral-vibe:mistral-vibe:m-commercial-20261026
Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions.
4 Training; 5 Rights; fees; regional governing law; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cf72086a4255c8704eadbc59bb26581dcaf2c3c4d5af8fd3f51261313e66d390 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Use Voice mode mistral-vibe:mistral-vibe:m-voice-entitlement-correction
Dictation is documented for web and mobile on all plans; the Team/Enterprise no-training default in this guide is specifically for voice messages.
Opening availability paragraph; Privacy · documented · Source date not stated · Retrieved 2026-10-21
Code Interpreter mistral-vibe:mistral-vibe:m-interpreter
Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files.
Paid plans; isolated Python/TypeScript sandbox · documented · Source date not stated · Retrieved 2026-10-21
Create your first Workspace mistral-vibe:mistral-vibe:m-workspace-20261026
An organization can have up to 500 active Workspaces; organization admins retain access to each Workspace.
Workspace boundary; cap; administrator access; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 38dc85c7eccf438f1cf95c4ed94a21825fb86886403c46946b1a124710c71c02 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Mistral account password and 2FA settings mistral-vibe:mistral-vibe:account-mfa-20261026
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.
Manage multi-factor authentication, authenticator setup and recovery codes; HTTP 200, body SHA256 9b5a8da7485f1b58da8ab3060534e4a1f6cb2c60cc266a6c9e511cd4c330c7a7 · documented · Source date 2026-08-12 · Retrieved 2026-10-26
Single sign-on mistral-vibe:mistral-vibe:m-sso-20261026
Enterprise SSO uses SAML 2.0, explicitly not OIDC, and provisions users at first sign-in with optional seat assignment.
Enterprise requirement; SAML 2.0; first sign-in; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7cfb898b71db3443ba264a673b8c2455840424eccd072f19573d6063d255a1c6 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
User groups mistral-vibe:mistral-vibe:m-groups
Enterprise groups assign roles/access to Workspaces, including externally managed identity-provider groups.
Enterprise availability; externally managed groups · documented · Source date not stated · Retrieved 2026-10-21
Single sign-on mistral-vibe:mistral-vibe:m-sso
Enterprise SSO uses SAML 2.0, explicitly not OIDC, and provisions users at first sign-in with optional seat assignment.
Enterprise requirement; SAML 2.0; first sign-in · documented · Source date not stated · Retrieved 2026-10-21
User management mistral-vibe:mistral-vibe:m-users
Admins invite/remove members and assign product seats; removal from the organization removes Workspace permissions.
Seats; removal; roles · documented · Source date not stated · Retrieved 2026-10-21
Usage metrics with the Admin API mistral-vibe:mistral-vibe:m-usage-api-20261026
Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent.
Billing usage; lechat per-user/per-agent metrics; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 406f6ae09c2762cf72a004e5ed3c1f7d1065c3e72c2bc4ee89e5066f52b92a74 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Workspace usage and limits mistral-vibe:mistral-vibe:m-limits-20261026
Workspace caps default to none and support model/token/spend reporting; the defined limit action suspends API access.
Spending cap; rate limits; usage breakdown; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c54c5e3d67d54e6a75d2c311603fb83246e6f5f93cbfa61cdc00345fc4d3066 on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Billing mistral-vibe:mistral-vibe:m-billing-20261026
Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior.
Credits; 402 exhaustion; monthly spending limit; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c4d5c9b62f949224e58d971fb6d0049ae350e3fc53662164f43725f08cd1f3d on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Audit logs overview mistral-vibe:mistral-vibe:m-audit
Enterprise audit records administrative/authentication and conversation lifecycle events; this guide explicitly says log export is unsupported.
Enterprise availability; captured activities; limitations · documented · Source date not stated · Retrieved 2026-10-21
Audit logs reference mistral-vibe:mistral-vibe:m-audit-ref
The reference defines actor, target and event fields, but event names do not prove full prompt-body capture or retention.
Event types and response fields · documented · Source date not stated · Retrieved 2026-10-21
Where is data stored? mistral-vibe:mistral-vibe:m-location
Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers.
EU default; feature transfers; Enterprise controls · documented · Source date 2026-08-12 · Retrieved 2026-10-21
AlpineAI supplementary agreement for secret data swissgpt:swissgpt:secrecy
When signed for legally secret data, requires Swiss plaintext services, restricted access and zero prompt/response retention for AI API services.
Printed version 30 March 2026; section 3 on both pages · documented · Source date 2026-03-30 · Retrieved 2026-10-21
AlpineAI security and compliance swissgpt:swissgpt:review2-security
Security page describes RIZ application hosting and Green/RZO inference as colocation on AlpineAI-owned/operated hardware, without logical access by site operators. This is a vendor infrastructure disclosure, not an updated DPA schedule.
Certified infrastructure; FAQ on storage and processing · vendor-claimed · Source date not stated · Retrieved 2026-10-21
AlpineAI data processing agreement swissgpt:swissgpt:review2-dpa
Re-retrieved July 10 Annex 3 lists RIZ hosting/support and Green pure colocation with no logical data access, plus CH/EU/US operational suppliers; RZO is not listed. No newer public schedule or RZO approval was retrieved.
Annex 3 page 7, dated 10 July 2026; section 1.5 and 7.3 · documented · Source date 2026-07-10 · Retrieved 2026-10-21
Connect tools with Connectors mistral-vibe:mistral-vibe:m-connectors
Featured connectors use OAuth and live retrieval; source content and conversations have separately stated storage/training policies.
Featured connectors; approval; data and privacy · documented · Source date not stated · Retrieved 2026-10-21
Zero data retention mistral-vibe:mistral-vibe:m-zdr
ZDR covers approved stateless paid API routes and explicitly excludes Vibe Work/Chat, libraries, conversations and agents.
Coverage; exclusions; request · documented · Source date not stated · Retrieved 2026-10-21
Do you use user data for model training? mistral-vibe:mistral-vibe:m-training
Enterprise defaults to training opt-out, generic Vibe defaults differ, and submitted feedback can authorize related-data use.
Controls on Vibe; Enterprise; feedback · documented · Source date 2026-08-31 · Retrieved 2026-10-21
Training opt-out controls mistral-vibe:mistral-vibe:m-optout
The September article says Team admins may disable training and Enterprise defaults to opt-out; Vibe and API controls are separate.
Vibe, Team and Enterprise; separate API toggle · documented · Source date 2026-09-03 · Retrieved 2026-10-21
Commercial terms of service mistral-vibe:mistral-vibe:m-commercial
Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions.
4 Training; 5 Rights; fees; regional governing law · documented · Source date not stated · Retrieved 2026-10-21
Can I delete a chat conversation? mistral-vibe:mistral-vibe:m-delete-20261026
User-visible deletion is irreversible but backend copies can remain for legal, policy and monitoring purposes.
Manual deletion; backend retention; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e5e32e605a4886b543b62a4efcbe743bcb55a66a560c26540fd49b38269172e5 on 2026-10-26 · documented · Source date 2026-08-12 · Retrieved 2026-10-26
Data Processing Addendum mistral-vibe:mistral-vibe:m-dpa-20261026
The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination.
Definitions; subprocessors; 10 Return/destruction; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 b578ac8d9fbe2ccebf7a70e127c5b3052d24219c6195cf7ffb97a71d051552f7 on 2026-10-26 · documented · Source date 2026-07-27 · Retrieved 2026-10-26
How long is data stored? mistral-vibe:mistral-vibe:m-retention-20261026
Retention differs by data type; account identity, technical and invoicing records can outlast the user contract.
Account/technical/legal retention examples; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2c1a0e2ffbc481905cedc6f24e4831034ae1eec0dfc566ceecbcf8633390f8fe on 2026-10-26 · documented · Source date 2026-08-12 · Retrieved 2026-10-26
Where is data stored? mistral-vibe:mistral-vibe:m-location-20261026
Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers.
EU default; feature transfers; Enterprise controls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6e6c908ef3d6f98376804f8bc0da9a4869329875eca81dff6fc211c329412509 on 2026-10-26 · documented · Source date 2026-08-12 · Retrieved 2026-10-26
AlpineAI imprint swissgpt:swissgpt:imprint
Identifies AlpineAI AG at Obere Strasse 22b in Davos, Switzerland.
Address · documented · Source date not stated · Retrieved 2026-10-21
Data Processing Addendum mistral-vibe:mistral-vibe:m-dpa
The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination.
Definitions; subprocessors; 10 Return/destruction · documented · Source date 2026-07-27 · Retrieved 2026-10-21
SOC 2 and ISO certification help mistral-vibe:mistral-vibe:m-cert
Mistral claims SOC 2 Type II and ISO 27001/27701 and directs report requests to its Trust Center; underlying reports were not retrieved.
Claim and report-request path · vendor-claimed · Source date 2026-08-12 · Retrieved 2026-10-21
AlpineAI security and compliance swissgpt:swissgpt:security
Separates RIZ application hosting from Green and RZO inference and describes encryption, access restrictions and external-search opt-in.
Infrastructure; isolation; encryption; security FAQ · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Billing mistral-vibe:mistral-vibe:m-billing
Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior.
Credits; 402 exhaustion; monthly spending limit · documented · Source date not stated · Retrieved 2026-10-21
AlpineAI authorities and institutions swissgpt:swissgpt:public-pricing
Monthly billing is CHF 79 Standard or CHF 89 Premium per user; annual billing displays CHF 74 or CHF 80 per month; Enterprise is quoted from 10 licences.
Prices; pricing-toggle applyMode(monthly/yearly) and billing labels in delivered HTML · documented · Source date not stated · Retrieved 2026-10-21
AlpineAI healthcare swissgpt:swissgpt:health-pricing
Healthcare monthly billing is CHF 89 Standard or CHF 99 Premium per user; annual billing displays CHF 80 or CHF 90 per month.
Prices; pricing-toggle applyMode(monthly/yearly) and billing labels in delivered HTML · documented · Source date not stated · Retrieved 2026-10-21
ECB historical euro reference rates mistral-vibe:mistral-vibe:fx-ecb
EUR 1 equals USD 1.1215 and CHF 0.9237 on the agreed reference date.
Cube time=2026-10-20, USD and CHF · documented · Source date 2026-10-20 · Retrieved 2026-10-21
ECB euro foreign exchange reference rates, 20 October 2026 swissgpt:swissgpt:ecb-fx
ECB records EUR 1 = USD 1.1215 and CHF 0.9237 on 20 October 2026; derived USD to EUR is 1/1.1215 and CHF to EUR is 1/0.9237.
Cube time="2026-10-20": USD and CHF · documented · Source date 2026-10-20 · Retrieved 2026-10-21
Export data from Vibe mistral-vibe:mistral-vibe:m-export-20261026
The help article documents a personal-data download tool without specifying a complete admin migration package.
Personal-data export button; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7720137dff42f992da58d1fb0285c3c3148aa82682a597c9d155968b53feba05 on 2026-10-26 · documented · Source date 2026-08-12 · Retrieved 2026-10-26
Spreadsheets mistral-vibe:mistral-vibe:m-sheets-20261026
Paid Work supports spreadsheet generation/editing and downloadable XLSX output; fidelity requires testing.
Paid-plan availability; formulas; export; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6d2da02b3a2bb619965459522efa076d818db859fc89ab6b7b652abb2a89476a on 2026-10-26 · documented · Source date not stated · Retrieved 2026-10-26
Le Chat is now Vibe mistral-vibe:mistral-vibe:m-rename
The August 12 notice renames Le Chat to Vibe while preserving accounts, plans and conversations.
What changed; modes; account continuity · documented · Source date 2026-08-12 · Retrieved 2026-10-21