Dust vs nuwacom

Dust

Agent cross-checked Support: partial

Dust offers per-message model choice and ordered auto-model lists, with access-tier and region controls.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit plan (Free/Pro/Max); Enterprise model access inherits the published catalogue; model-tier and EU eligibility separately constrained; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.
• The catalogue finding is restricted to named documentation entries; conflicting Gemini4 Argon EU eligibility is an explicit gap.

• providers Which model providers are available? [supported]: Docs list OpenAI, Anthropic, Google, Mistral and Fireworks-served models; exact enabled models depend on workspace and tier. Sources: dust:dust:models, dust:dust:eu-models.
• current_models Which current models are selectable on this plan? [partial]: The model-selection document lists GPT6.1 Sol, Claude Opus5.5/Sonnet5.5, Gemini3.8 Flash and Mistral models. Gemini4 Argon is excluded from this current-EU availability finding: its release note conflicts with the EU table, and the documented authoritative picker flag was not observed. No complete current tenant catalogue is claimed. Sources: dust:dust:models, dust:dust:changelog, dust:dust:eu-models, dust:dust:pricing.
• user_choice Can users pick the model per chat? [supported]: The composer chooses a model for the next message; Agent Builder sets a persistent agent default. Sources: dust:dust:models.
• auto_routing Does the product route between models automatically, and is the chosen model shown? [supported]: Basic/Standard/Premium use ordered candidate lists and availability fallback, not prompt-dependent task routing. A replacement indicator names the fallback during a detected outage. Sources: dust:dust:models.
• multimodal_input Which models accept images, audio or files? [partial]: Conversation files support images, documents and audio transcripts; the exact input capability for every current model is not fully tabulated. Sources: dust:dust:files.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:models, dust:dust:eu-models, dust:dust:changelog, dust:dust:pricing, dust:dust:files.

nuwacom

Agent cross-checked Support: partial

Selectable models span closed and EU-hosted open-weight families with Auto routing and model-specific regions.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace, nuwacom completion, agents, skills and assets APIs; version=Public documentation checked 2026-10-21; plan=Business/Enterprise with administrator-enabled models; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Model tables label each EU, US or Global route; os=not specified.

Limitations

• current_models: Text list includes GPT6 Astra/Sol/Luna,6.1Sol,5.6Sol/Terra/Luna,5.5,5.4,5.2,5.1,5/mini/nano,4.1/mini/nano,4o/mini, o1/o3/o3mini/o4mini; Fable5/5.1, Opus4.5/4.6/4.7/4.8/5/5.5, Sonnet4.5/4.6/5/5.5, Haiku4.5/5.5; Gemini4Argon,3.8/3.7/3.6/3.5Flash/FlashLite,3.1ProPreview/3ProPreview,2.5Pro/Flash/ProReasoning; MistralLarge3, GLM5/5.1/5.2/5.3/5.3Flash, DeepSeekV4Flash0731/V4Pro0813/V4.1Flash/1017, KimiK3, Qwen3.8Max/3.8-27B/3.6-27B, MiniMaxM3. Availability is admin/provider/region dependent; not a tested authenticated picker.
• auto_routing: Auto routes simple tasks to Instant and complex tasks to a stronger assigned model; EU-hosted provider fallback is documented. The exact model display after routing was not established.
• multimodal_input: Model tables flag image support; files/audio/video can be uploaded and processed by separate tools. DeepSeekV4Flash0731 lacks image input. Raw audio capability cannot be inferred for every text model.

• providers Which model providers are available? [supported]: OpenAI, Anthropic, Google, Mistral, Z.ai, DeepSeek, Moonshot/Kimi, Qwen/Alibaba, MiniMax and Black Forest Labs have named table entries. Sources: nuwacom:nuwacom:models, nuwacom:nuwacom:model-web.
• current_models Which current models are selectable on this plan? [partial]: Text list includes GPT6 Astra/Sol/Luna,6.1Sol,5.6Sol/Terra/Luna,5.5,5.4,5.2,5.1,5/mini/nano,4.1/mini/nano,4o/mini, o1/o3/o3mini/o4mini; Fable5/5.1, Opus4.5/4.6/4.7/4.8/5/5.5, Sonnet4.5/4.6/5/5.5, Haiku4.5/5.5; Gemini4Argon,3.8/3.7/3.6/3.5Flash/FlashLite,3.1ProPreview/3ProPreview,2.5Pro/Flash/ProReasoning; MistralLarge3, GLM5/5.1/5.2/5.3/5.3Flash, DeepSeekV4Flash0731/V4Pro0813/V4.1Flash/1017, KimiK3, Qwen3.8Max/3.8-27B/3.6-27B, MiniMaxM3. Availability is admin/provider/region dependent; not a tested authenticated picker. Sources: nuwacom:nuwacom:models, nuwacom:nuwacom:model-web, nuwacom:nuwacom:changes.
• user_choice Can users pick the model per chat? [supported]: Users can choose a model for each request; manual selection overrides Auto. Sources: nuwacom:nuwacom:chat.
• auto_routing Does the product route between models automatically, and is the chosen model shown? [partial]: Auto routes simple tasks to Instant and complex tasks to a stronger assigned model; EU-hosted provider fallback is documented. The exact model display after routing was not established. Sources: nuwacom:nuwacom:models, nuwacom:nuwacom:chat.
• multimodal_input Which models accept images, audio or files? [partial]: Model tables flag image support; files/audio/video can be uploaded and processed by separate tools. DeepSeekV4Flash0731 lacks image input. Raw audio capability cannot be inferred for every text model. Sources: nuwacom:nuwacom:model-web, nuwacom:nuwacom:chat.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:models, nuwacom:nuwacom:model-web, nuwacom:nuwacom:changes, nuwacom:nuwacom:chat.

Dust

Agent cross-checked Support: partial

The public changelog and exact agent model selection are documented; release-lag and removal notice remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• release_lag_days What was the lag for each of the last three major releases, per provider? [unknown]: What was the lag for each of the last three major releases, per provider? The dated changelog and model-selection docs were checked; last-three-release/provider lag measurements and a fixed advance deprecation-notice period were not established.
• changelog Is there a dated public model changelog? [supported]: The public changelog contains dated model releases including Gemini 4 Argon on October 14, 2026. Sources: dust:dust:changelog.
• deprecation_notice How much notice is given before a model is removed? [unknown]: How much notice is given before a model is removed? The dated changelog and model-selection docs were checked; last-three-release/provider lag measurements and a fixed advance deprecation-notice period were not established.
• version_pinning Can an admin keep an older model version? [partial]: An agent can select a specific model and keeps it until changed, subject to continued provider/workspace availability. No indefinite old-version entitlement is established. Sources: dust:dust:models.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:changelog, dust:dust:models.

nuwacom

Agent cross-checked Support: partial

Dated model release notes exist; provider release lag and version retention were not verified.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business SaaS unless Enterprise, custom deployment or beta is explicitly named; documentation pages do not generally specify plan entitlement; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• Unverified release_lag_days, deprecation_notice, version_pinning: No cross-checked last-three-release GA dates per provider, fixed deprecation notice or guaranteed older-version pinning was established from model/release/settings documentation.

• release_lag_days What was the lag for each of the last three major releases, per provider? [unknown]: What was the lag for each of the last three major releases, per provider? Unknown. No cross-checked last-three-release GA dates per provider, fixed deprecation notice or guaranteed older-version pinning was established from model/release/settings documentation.
• changelog Is there a dated public model changelog? [supported]: Release notes through2026-10-16 identify Gemini4Argon and model access changes; older dated entries list provider additions. Sources: nuwacom:nuwacom:changes.
• deprecation_notice How much notice is given before a model is removed? [unknown]: How much notice is given before a model is removed? Unknown. No cross-checked last-three-release GA dates per provider, fixed deprecation notice or guaranteed older-version pinning was established from model/release/settings documentation.
• version_pinning Can an admin keep an older model version? [unknown]: Can an admin keep an older model version? Unknown. No cross-checked last-three-release GA dates per provider, fixed deprecation notice or guaranteed older-version pinning was established from model/release/settings documentation.

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

Dust

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.

nuwacom

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.

Dust

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.

nuwacom

Agent cross-checked Support: partial

EU-hosted open-weight models are listed; customer-hosted inference integration is not specified.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business SaaS unless Enterprise, custom deployment or beta is explicitly named; documentation pages do not generally specify plan entitlement; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• vendor_hosted_open_models: Hosted EU entries include MistralLarge3, KimiK3, GLM5.x, DeepSeekV4.x, Qwen3.x and MiniMaxM3. Open-weight family naming is not a component licence audit.
• Unverified self_hosted_chat, self_hosted_embeddings, feature_parity: Full-platform self-managed terms do not establish a documented chat/embedding route to customer-hosted models or its feature parity; no endpoint fixture was run.

• self_hosted_chat Can chat use a customer-hosted model? [unknown]: Can chat use a customer-hosted model? Unknown. Full-platform self-managed terms do not establish a documented chat/embedding route to customer-hosted models or its feature parity; no endpoint fixture was run.
• self_hosted_embeddings Can retrieval use customer-hosted embeddings? [unknown]: Can retrieval use customer-hosted embeddings? Unknown. Full-platform self-managed terms do not establish a documented chat/embedding route to customer-hosted models or its feature parity; no endpoint fixture was run.
• feature_parity Which features fail with self-hosted models? [unknown]: Which features fail with self-hosted models? Unknown. Full-platform self-managed terms do not establish a documented chat/embedding route to customer-hosted models or its feature parity; no endpoint fixture was run.
• vendor_hosted_open_models Does the vendor host open-weight models in EU/CH? [partial]: Hosted EU entries include MistralLarge3, KimiK3, GLM5.x, DeepSeekV4.x, Qwen3.x and MiniMaxM3. Open-weight family naming is not a component licence audit. Sources: nuwacom:nuwacom:models, nuwacom:nuwacom:model-web.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:models, nuwacom:nuwacom:model-web.

Dust

Agent cross-checked Support: partial

Admins cap models by workspace, group and member, with explicit published-agent exceptions and credit limits.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• No two-user enforcement test. Published agents can run above member tiers if the separate admin setting permits it.

• model_allowlist_by_group Can admins limit models per group? [supported]: Model access ceilings apply to the workspace, groups or individuals and cover reasoning efforts as well as auto selections. Sources: dust:dust:tiers.
• data_bound_models Can admins restrict which models receive connector or knowledge content? [partial]: EU-only mode restricts all active agents and pickers to EU-hosted models. Spaces bound knowledge and agent access; arbitrary per-data-class model rules were not established. Sources: dust:dust:eu-models, dust:dust:spaces.
• default_model Can admins set the default model? [supported]: Builders configure an agent default, which may be exact or Basic/Standard/Premium. Composer changes do not edit it for others. Sources: dust:dust:models.
• user_limits What per-user message or token limits apply, and are they published? [supported]: Free seats have 500 lifetime credits, Pro 8,000/month and Max 40,000/month, plus applicable shared-pool rules and member spend limits. Sources: dust:dust:credits, dust:dust:credit-management.
• limit_behaviour What happens when a limit is reached? [supported]: Members block when applicable sources/caps are exhausted. A message begun under a cap can finish above it; new messages then block. A separate root-task checkpoint can pause at 600 AWU. Sources: dust:dust:credit-management, dust:dust:credits.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:tiers, dust:dust:eu-models, dust:dust:spaces, dust:dust:models, dust:dust:credits, dust:dust:credit-management.

nuwacom

Agent cross-checked Support: partial

Admins choose models and defaults, with per-user/group access and published limit behavior but no absolute allowance.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• model_allowlist_by_group: The October 16 release describes user/group model access. Current settings document per-user restrictions, with default and Auto models always available. Agents fall back to the default model for users without access; workflows fail at a restricted step, and embedded agents bypass these checks.
• data_bound_models: Central enabled EU-only model configuration restricts regular-user routes, but a separate knowledge-versus-general model policy is not established and embeds are exempt from per-user checks.
• user_limits: Standard/Premium/Power supply1x/2x/5x relative monthly usage; numeric message/token/base monetary allowances are not published.

• model_allowlist_by_group Can admins limit models per group? [partial]: The October 16 release describes user/group model access. Current settings document per-user restrictions, with default and Auto models always available. Agents fall back to the default model for users without access; workflows fail at a restricted step, and embedded agents bypass these checks. Sources: nuwacom:nuwacom:changes-20261026, nuwacom:nuwacom:settings-20261026.
• data_bound_models Can admins restrict which models receive connector or knowledge content? [partial]: Central enabled EU-only model configuration restricts regular-user routes, but a separate knowledge-versus-general model policy is not established and embeds are exempt from per-user checks. Sources: nuwacom:nuwacom:overview-20261026, nuwacom:nuwacom:settings-20261026.
• default_model Can admins set the default model? [supported]: Workspace default Auto/specific model, Instant/stronger Auto assignments and image/video defaults are configurable; users may set personal default. Sources: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:models-20261026, nuwacom:nuwacom:account-20261026.
• user_limits What per-user message or token limits apply, and are they published? [partial]: Standard/Premium/Power supply1x/2x/5x relative monthly usage; numeric message/token/base monetary allowances are not published. Sources: nuwacom:nuwacom:usage-20261026, nuwacom:nuwacom:rules-20261026.
• limit_behaviour What happens when a limit is reached? [supported]: Interactive usage falls back to Instant; API, workflow and chatbot usage pause at the approved budget. No automatic additional charges; admin approval or reset is needed. Sources: nuwacom:nuwacom:rules-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:changes-20261026, nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:overview-20261026, nuwacom:nuwacom:models-20261026, nuwacom:nuwacom:account-20261026, nuwacom:nuwacom:usage-20261026, nuwacom:nuwacom:rules-20261026, nuwacom:nuwacom:docs-full-recheck-20261026.

Dust

Agent cross-checked Support: partial

Conversation files and code/OCR handling are documented; conflicting effective upload caps are explicitly unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• No common PDF/scan/Excel/PowerPoint fixture run.
• Do not use either disputed cap set as the effective Business upload limit.

• formats Which formats are accepted? [supported]: Conversation uploads accept documents/PDF, text/code, Excel/CSV/TSV, images and supported audio. Direct video uploads are explicitly excluded by the limits FAQ. Sources: dust:dust:files, dust:dust:file-limits.
• limits What size and count limits apply per file and chat? [unknown]: Effective image/audio/tabular maximums and file counts are unknown: Conversation Files lists5/25/50MB while File size limits lists20/100/350MB. Both mention50MB general data files, but neither resolves the actual current per-plan upload route. No logged-in upload test was performed.
• ocr Are scanned PDFs read? [partial]: Computer documents OCR for English, French and mixed scans with page-level caveats. Drive connector itself ignores image-only files; upload to a conversation is the documented route. Sources: dust:dust:computer, dust:dust:drive.
• spreadsheets Are Excel tables read with structure intact? [partial]: Computer can read, calculate and edit uploaded Excel with code. Formula/style preservation must be checked; no fixture fidelity result is available. Sources: dust:dust:computer.
• full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [partial]: Conversation uploads are not indexed in workspace sources. Computer can inspect full files, while knowledge search retrieves relevant context; complete chunk visibility was not verified. Sources: dust:dust:files, dust:dust:computer, dust:dust:search.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:files, dust:dust:file-limits, dust:dust:computer, dust:dust:drive, dust:dust:search.

nuwacom

Agent cross-checked Support: partial

Chat accepts broad office, text, image and media formats; parsing fidelity and total context limits are untested.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• limits: Document/slide template uploads are50MB; this does not establish universal attachment or chat-count limits.
• ocr: Are scanned PDFs read? Unknown. No scanned-PDF/OCR or structured workbook fixture was run, and universal per-chat size/count/context limits were not established. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://docs.nuwacom.ai/en/documents.md, https://docs.nuwacom.ai/en/slides.md. No additional scoped evidence established this answer.
• spreadsheets: Excel/CSV/Sheets can be analyzed through Python; preservation of merged cells/formulas/structure was not independently tested.
• full_vs_chunked: Knowledge sync extracts content and retrieval uses selected sources; full-file versus retrieved chunk thresholds and user visibility are unspecified.

• formats Which formats are accepted? [supported]: PDF, Word/doc/docx, Excel/xls/xlsx/CSV, PowerPoint/ppt/pptx, ODT, EPUB, JSON, Markdown/plaintext/HTML/XML/RTF, reStructuredText, OutlookMSG/EML, JPEG/PNG/WebP/nonanimatedGIF, audioMP3/WAV/OGG/FLAC/AAC/AIFF/M4A, MP4/WebM and Google native documents are listed. Sources: nuwacom:nuwacom:chat-20261026.
• limits What size and count limits apply per file and chat? [partial]: Document/slide template uploads are50MB; this does not establish universal attachment or chat-count limits. Sources: nuwacom:nuwacom:documents-20261026, nuwacom:nuwacom:slides-20261026.
• ocr Are scanned PDFs read? [unknown]: Are scanned PDFs read? Unknown. No scanned-PDF/OCR or structured workbook fixture was run, and universal per-chat size/count/context limits were not established. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://docs.nuwacom.ai/en/documents.md, https://docs.nuwacom.ai/en/slides.md. No additional scoped evidence established this answer.
• spreadsheets Are Excel tables read with structure intact? [partial]: Excel/CSV/Sheets can be analyzed through Python; preservation of merged cells/formulas/structure was not independently tested. Sources: nuwacom:nuwacom:analysis-20261026.
• full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [partial]: Knowledge sync extracts content and retrieval uses selected sources; full-file versus retrieved chunk thresholds and user visibility are unspecified. Sources: nuwacom:nuwacom:knowledge-20261026, nuwacom:nuwacom:chat-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:chat-20261026, nuwacom:nuwacom:documents-20261026, nuwacom:nuwacom:slides-20261026, nuwacom:nuwacom:analysis-20261026, nuwacom:nuwacom:knowledge-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Spaces persist shared knowledge and bind it to agent tools.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• persistent_collections Can users keep document collections across chats? [supported]: Open and restricted Spaces retain connected sources, folders and other data across conversations. Sources: dust:dust:spaces.
• sharing_scope Can collections be shared with users, groups or the whole organisation? [supported]: Open Spaces are workspace-wide; restricted Spaces have explicit members or provisioned groups. Sources: dust:dust:spaces.
• size_limits What are the collection limits? [partial]: Business supports five Spaces and Enterprise 100. Complete per-Space storage/document quotas were not established. Sources: dust:dust:spaces.
• assistant_binding Can collections be bound to an assistant? [supported]: An agent tool can use selected Space data; Space membership governs agent visibility and use. Sources: dust:dust:spaces.

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

nuwacom

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.

Dust

Agent cross-checked Support: partial

Managed content connectors coexist with MCP tools and beta imports; Microsoft content indexing is account-scoped.

Availability: generally-available · Delivery: official-integration
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business: up to3 connections and5 remote MCP servers; Enterprise: unlimited connection/MCP packaging; beta imports identified separately; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.
• Managed sources, metadata/table-query connections, MCP tools and beta imports are separate routes; no all-systems managed-index promise.

• microsoft_365 Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [partial]: The Microsoft connection syncs selected SharePoint drives/documents within the connecting account permissions. Teams-associated SharePoint content is described; this does not establish Outlook mail or all Teams messages as indexed sources. Sources: dust:dust:microsoft.
• google_workspace Which Google sources are connected? [partial]: Drive documents, Sheets, Slides and text PDFs can sync. Gmail is separately available as an MCP tool in the credits/tool catalog, not established as the same managed content index. Sources: dust:dust:drive, dust:dust:credits.
• atlassian Confluence and Jira? [partial]: Confluence indexes selected global spaces, excluding restricted pages. Jira has a beta custom import and MCP tool route; do not count the beta import as a general managed connector. Sources: dust:dust:confluence, dust:dust:jira, dust:dust:credits.
• other_systems Which other business systems? [partial]: Documented routes include managed Slack/Notion/GitHub and Salesforce/Zendesk/Snowflake sources/tools. BigQuery specifically uses a dedicated-service-account table-query connection: Dust keeps metadata, not a synchronized table-content index; queries stay within the chosen BigQuery dataset location and Space admins select tables. General Business/Enterprise connection limits apply; a BigQuery-specific commercial add-on is not separately specified. Sources: dust:dust:sources, dust:dust:credits, dust:dust:r2-bigquery, dust:dust:pricing.
• on_prem_sources Can on-prem file shares or databases be connected? [partial]: Admins can connect a customer-hosted MCP server at a reachable secured URL. This is tool access, not evidence of a native SMB/file-share connector or on-premises Dust deployment. Sources: dust:dust:tools.
• connector_provider Who builds and maintains each connector? [supported]: Dust manages built-in connections; external MCP servers can be vendor/community/customer hosted and authenticated separately. Sources: dust:dust:permissions, dust:dust:tools.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:microsoft, dust:dust:drive, dust:dust:credits, dust:dust:confluence, dust:dust:jira, dust:dust:sources, dust:dust:r2-bigquery, dust:dust:pricing, dust:dust:tools, dust:dust:permissions.

nuwacom

Agent cross-checked Support: partial

Native Microsoft, Google, Atlassian and business connectors coexist with custom MCP; automatic sync is Enterprise.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business/Enterprise native connectors; Enterprise automated knowledge synchronization. Custom MCP entitlement is unverified.; add_ons=Enterprise automated SharePoint/OneDrive/GoogleDrive/Confluence knowledge sync, Custom/curated MCP, eligible tier unspecified; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• other_systems: The public directory lists Slack, Notion, Pipedrive, HubSpot and Personio. Custom MCP is documented, but its eligible plan is not established, so no Business/Enterprise MCP entitlement is asserted.
• on_prem_sources: Can on-prem file shares or databases be connected? Unknown. No supported on-prem file-share/database connector matrix or network architecture was established. MCP alone does not prove an on-prem route. Search on 2026-10-26: https://docs.nuwacom.ai/en/connector-directory.md, https://nuwacom.com/en/pricing, https://docs.nuwacom.ai/en/product/knowledge.md. No additional scoped evidence established this answer.
• connector_provider: The documented native Apps are preconfigured integrations managed by nuwacom. Custom MCP server operators and contracts vary; the plan entitlement and server-specific maintenance commitment remain unknown.

• microsoft_365 Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [supported]: SharePoint, OneDrive, Outlook, Teams, Excel, OneNote, Planner andPowerBI connectors expose search/read and selected writes. Enterprise knowledge sync names SharePoint/OneDrive. Sources: nuwacom:nuwacom:directory-20261026, nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:knowledge-20261026.
• google_workspace Which Google sources are connected? [supported]: Drive, Docs, Sheets, Gmail, Calendar andMeet transcripts; Drive knowledge sync is listed. Sources: nuwacom:nuwacom:directory-20261026, nuwacom:nuwacom:knowledge-20261026.
• atlassian Confluence and Jira? [supported]: Jira andConfluence native connector actions; Confluence also appears in current Knowledge sync list. Sources: nuwacom:nuwacom:directory-20261026, nuwacom:nuwacom:knowledge-20261026.
• other_systems Which other business systems? [partial]: The public directory lists Slack, Notion, Pipedrive, HubSpot and Personio. Custom MCP is documented, but its eligible plan is not established, so no Business/Enterprise MCP entitlement is asserted. Sources: nuwacom:nuwacom:directory-20261026, nuwacom:nuwacom: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. No supported on-prem file-share/database connector matrix or network architecture was established. MCP alone does not prove an on-prem route. Search on 2026-10-26: https://docs.nuwacom.ai/en/connector-directory.md, https://nuwacom.com/en/pricing, https://docs.nuwacom.ai/en/product/knowledge.md. No additional scoped evidence established this answer.
• connector_provider Who builds and maintains each connector? [partial]: The documented native Apps are preconfigured integrations managed by nuwacom. Custom MCP server operators and contracts vary; the plan entitlement and server-specific maintenance commitment remain unknown. Sources: nuwacom:nuwacom:connectors-20261026, nuwacom:nuwacom:pricing-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:directory-20261026, nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:knowledge-20261026, nuwacom:nuwacom:connectors-20261026, nuwacom:nuwacom:mcp-20261026, nuwacom:nuwacom:docs-full-recheck-20261026.

Dust

Agent cross-checked Support: partial

Knowledge access is documented through connection-account scope and Dust Spaces; per-user source-ACL mirroring is unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Connector access through one account is not counted as demonstrated per-user source permission preservation.

• source_permissions_respected Are source permissions enforced per user? [partial]: Drive and Microsoft content available to Dust follows the connecting account and admin-selected data. Users then access agent knowledge through Space membership. Individual source ACL inheritance for each querying user was not established. Sources: dust:dust:drive, dust:dust:microsoft, dust:dust:permissions.
• enforcement_point Does the source system, a mirrored index or nothing enforce them? [supported]: Managed content is synchronized under the connection identity and gated through open/restricted Spaces; personal tool credentials are a separate per-user route. Sources: dust:dust:permissions, dust:dust:credentials.
• revocation_delay How quickly does a removed permission take effect? [unknown]: How quickly does a removed permission take effect? No two-user restricted-document or revocation fixture was run. Checked connector/Space docs did not establish per-query source ACL mirrors, a source-permission revocation SLA, or Microsoft Purview-label enforcement.
• admin_scope_controls Can admins exclude sites, folders or labels? [supported]: Admins choose connector folders/documents/sites and control restricted Space membership. Sources: dust:dust:spaces, dust:dust:microsoft.
• sensitivity_labels Are Microsoft Purview or similar labels respected? [unknown]: Are Microsoft Purview or similar labels respected? No two-user restricted-document or revocation fixture was run. Checked connector/Space docs did not establish per-query source ACL mirrors, a source-permission revocation SLA, or Microsoft Purview-label enforcement.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:drive, dust:dust:microsoft, dust:dust:permissions, dust:dust:credentials, dust:dust:spaces.

nuwacom

Agent cross-checked Support: partial

Live personal connectors and synced knowledge have materially different permission boundaries.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business/Enterprise live connectors; automated knowledge sync requires Enterprise; add_ons=Enterprise automated SharePoint/OneDrive/GoogleDrive/Confluence knowledge sync; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• source_permissions_respected: Business/Enterprise personal live connections act with the connection owner's source permissions; shared/default accounts use the shared owner rights. Enterprise synced SharePoint/OneDrive/Drive knowledge uses nuwacom folder access and does not preserve source permissions, so recipients can see copied knowledge without source access.
• enforcement_point: The live connector enforces its connected account rights. Enterprise knowledge-sync copies are governed by nuwacom folder/agent permissions. The generic Enterprise Search permissions description is not used as proof that synced copies recheck source ACLs.
• revocation_delay: How quickly does a removed permission take effect? Unknown. No revocation timing fixture or Microsoft Purview/other sensitivity-label handling was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/connections.md, https://docs.nuwacom.ai/en/product/knowledge.md, https://docs.nuwacom.ai/en/agent-configuration.md. No additional scoped evidence established this answer.
• admin_scope_controls: Admins select files/folders to sync, enable/disable connectors and control account/folder/agent sharing; source sensitivity-label enforcement was not established.
• sensitivity_labels: Are Microsoft Purview or similar labels respected? Unknown. No revocation timing fixture or Microsoft Purview/other sensitivity-label handling was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/connections.md, https://docs.nuwacom.ai/en/product/knowledge.md, https://docs.nuwacom.ai/en/agent-configuration.md. No additional scoped evidence established this answer.

• source_permissions_respected Are source permissions enforced per user? [partial]: Business/Enterprise personal live connections act with the connection owner's source permissions; shared/default accounts use the shared owner rights. Enterprise synced SharePoint/OneDrive/Drive knowledge uses nuwacom folder access and does not preserve source permissions, so recipients can see copied knowledge without source access. Sources: nuwacom:nuwacom:knowledge-20261026, nuwacom:nuwacom:connections-20261026, nuwacom:nuwacom:agent-config-20261026.
• enforcement_point Does the source system, a mirrored index or nothing enforce them? [partial]: The live connector enforces its connected account rights. Enterprise knowledge-sync copies are governed by nuwacom folder/agent permissions. The generic Enterprise Search permissions description is not used as proof that synced copies recheck source ACLs. Sources: nuwacom:nuwacom:knowledge-20261026, nuwacom:nuwacom:connections-20261026.
• revocation_delay How quickly does a removed permission take effect? [unknown]: How quickly does a removed permission take effect? Unknown. No revocation timing fixture or Microsoft Purview/other sensitivity-label handling was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/connections.md, https://docs.nuwacom.ai/en/product/knowledge.md, https://docs.nuwacom.ai/en/agent-configuration.md. No additional scoped evidence established this answer.
• admin_scope_controls Can admins exclude sites, folders or labels? [partial]: Admins select files/folders to sync, enable/disable connectors and control account/folder/agent sharing; source sensitivity-label enforcement was not established. Sources: nuwacom:nuwacom:knowledge-20261026, nuwacom:nuwacom:settings-20261026.
• sensitivity_labels Are Microsoft Purview or similar labels respected? [unknown]: Are Microsoft Purview or similar labels respected? Unknown. No revocation timing fixture or Microsoft Purview/other sensitivity-label handling was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/connections.md, https://docs.nuwacom.ai/en/product/knowledge.md, https://docs.nuwacom.ai/en/agent-configuration.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: nuwacom:nuwacom:connections-20261026, nuwacom:nuwacom:knowledge-20261026, nuwacom:nuwacom:agent-config-20261026, nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Managed connectors copy and synchronize content, with source-specific refresh and deletion timing.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• live_or_indexed Is content searched live or copied into an index? [supported]: Connections synchronize content into Dust; conversation uploads remain scoped to the chat. MCP tools can access live services separately. Sources: dust:dust:permissions, dust:dust:files, dust:dust:tools.
• sync_interval How often does an index refresh? [supported]: Microsoft describes five-minute sync cycles; Drive says a few minutes; Confluence describes event updates plus an approximate hourly check. Sources: dust:dust:microsoft, dust:dust:drive, dust:dust:confluence.
• deletion_propagation How quickly does a deleted document disappear? [partial]: Microsoft changes/deletions appear on a subsequent sync and large batches can take longer. Drive deletions occur during its sync. No measured end-to-end bound was tested. Sources: dust:dust:microsoft, dust:dust:drive.
• index_location Where is indexed content stored? [partial]: Dust markets EU or US hosting; exact per-index country, cloud provider and backup location were not established. Sources: dust:dust:security.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:permissions, dust:dust:files, dust:dust:tools, dust:dust:microsoft, dust:dust:drive, dust:dust:confluence, dust:dust:security.

nuwacom

Agent cross-checked Support: partial

Live action access is temporary; knowledge sync copies extracted content one way.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business/Enterprise live connectors; automated knowledge sync requires Enterprise; add_ons=Enterprise automated SharePoint/OneDrive/GoogleDrive/Confluence knowledge sync; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• Live personal OAuth and Enterprise synchronized knowledge have separate authorization and storage behavior.

• live_or_indexed Is content searched live or copied into an index? [supported]: Connected-email actions retrieve temporarily; knowledge sync extracts content without storing original files and indexes it for reuse; writes in nuwacom are not synced back. Sources: nuwacom:nuwacom:connectors-rev2, nuwacom:nuwacom:knowledge-rev2.
• sync_interval How often does an index refresh? [partial]: Knowledge markets real-time updates but FAQ says new files can take a few minutes. No fixed refresh SLA is documented. Sources: nuwacom:nuwacom:knowledge-rev2.
• deletion_propagation How quickly does a deleted document disappear? [partial]: Deleting a synced file in nuwacom removes its folder entry without deleting source content; source-deletion-to-index delay is unknown. Sources: nuwacom:nuwacom:knowledge-rev2.
• index_location Where is indexed content stored? [partial]: Business hosted content is in Azure EU. Enterprise may select STACKIT Germany eu01 in its order form. A separate index physical-site matrix is not published; model inference is a different processing path. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:plans-rev2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:connectors-rev2, nuwacom:nuwacom:knowledge-rev2, nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:docs-full-recheck, nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:plans-rev2.

Dust

Agent cross-checked Support: partial

Knowledge and research tools cite sources; observed retrieval quality remains unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• citations Are answers linked to specific sources? [supported]: Deep-dive documents citations to documents, web pages and data queries. Sources: dust:dust:deep.
• citation_accuracy Do the cited passages support the answer? [unknown]: Do the cited passages support the answer? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.
• cross_language Does a question in one language find documents in another? [unknown]: Does a question in one language find documents in another? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.
• no_answer_behaviour Does it say when the corpus has no answer? [unknown]: Does it say when the corpus has no answer? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.
• observed_accuracy How many of the question set were answered correctly? [unknown]: How many of the question set were answered correctly? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.

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

nuwacom

Agent cross-checked Support: partial

Chat documents clickable internal/web sources; grounding quality remains unmeasured.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business SaaS unless Enterprise, custom deployment or beta is explicitly named; documentation pages do not generally specify plan entitlement; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• Unverified citation_accuracy, cross_language, no_answer_behaviour, observed_accuracy: No shared DE/FR/EN corpus fixture or no-answer/citation-accuracy test was run; cross-language retrieval and observed accuracy are unestablished.

• citations Are answers linked to specific sources? [supported]: Internal document and web sources appear below answers; clicking opens original. Source list can include uncited material that influenced generation. Sources: nuwacom:nuwacom:chat.
• citation_accuracy Do the cited passages support the answer? [unknown]: Do the cited passages support the answer? Unknown. No shared DE/FR/EN corpus fixture or no-answer/citation-accuracy test was run; cross-language retrieval and observed accuracy are unestablished.
• 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 DE/FR/EN corpus fixture or no-answer/citation-accuracy test was run; cross-language retrieval and observed accuracy are unestablished.
• 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 DE/FR/EN corpus fixture or no-answer/citation-accuracy test was run; cross-language retrieval and observed accuracy are unestablished.
• observed_accuracy How many of the question set were answered correctly? [unknown]: How many of the question set were answered correctly? Unknown. No shared DE/FR/EN corpus fixture or no-answer/citation-accuracy test was run; cross-language retrieval and observed accuracy are unestablished.

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

Dust

Agent cross-checked Support: partial

Agent-specific private memory persists across chats and can be viewed or deleted.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• custom_instructions Can users set persistent instructions? [partial]: Agent instructions persist in the agent configuration and saved memory can contain user preferences; a separate personal global-instructions setting was not established. Sources: dust:dust:builder, dust:dust:memory.
• cross_chat_memory Does the product remember facts across chats? [supported]: The Memory tool retains user-specific information across conversations per agent. Sources: dust:dust:memory.
• user_memory_controls Can users view, edit and delete memories? [partial]: Users can view and delete agent memories, which persist until deletion. Direct editing or a global personal off switch was not established. Sources: dust:dust:memory.
• admin_memory_controls Can admins turn memory off? [unknown]: Can admins turn memory off? The Agent Memory and governance guides were checked; an admin-wide switch to disable all memory was not established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:builder, dust:dust:memory.

nuwacom

Agent cross-checked Support: partial

Users opt into private chat memories and can manage them; administrative memory control is not established.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• custom_instructions: Private preferences/context, saved Voices and agent/project/workspace guidelines are documented; a distinct persistent personal instruction field is not specified.
• cross_chat_memory: Opt-in Memories retain context across personal chats only, excluding agents/knowledge. Orchestrator documentation separately mentions persistent context without reconciling scope.
• admin_memory_controls: Can admins turn memory off? Unknown. No administrator memory-disable policy was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/policy-hierarchy.md, https://docs.nuwacom.ai/en/orchestrator.md. No additional scoped evidence established this answer.

• custom_instructions Can users set persistent instructions? [partial]: Private preferences/context, saved Voices and agent/project/workspace guidelines are documented; a distinct persistent personal instruction field is not specified. Sources: nuwacom:nuwacom:account-20261026, nuwacom:nuwacom:policy-20261026.
• cross_chat_memory Does the product remember facts across chats? [partial]: Opt-in Memories retain context across personal chats only, excluding agents/knowledge. Orchestrator documentation separately mentions persistent context without reconciling scope. Sources: nuwacom:nuwacom:account-20261026, nuwacom:nuwacom:orchestrator-20261026.
• user_memory_controls Can users view, edit and delete memories? [supported]: Enable/disable and view/edit/delete individual or all memories; memory import from other tools is documented. Sources: nuwacom:nuwacom:account-20261026.
• admin_memory_controls Can admins turn memory off? [unknown]: Can admins turn memory off? Unknown. No administrator memory-disable policy was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/policy-hierarchy.md, https://docs.nuwacom.ai/en/orchestrator.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: nuwacom:nuwacom:account-20261026, nuwacom:nuwacom:policy-20261026, nuwacom:nuwacom:orchestrator-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Custom agents have instructions, models, knowledge and tools with group-governed creation and sharing.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• create_assistants Can users create assistants with instructions, knowledge and tools? [supported]: Agent Builder configures instructions, models, knowledge and tools. Sources: dust:dust:builder.
• creator_permissions Can admins limit who creates them? [supported]: Create/publish agent and skill permissions can be Everyone, Groups or Admin only. Sources: dust:dust:governance.
• sharing_scope Can assistants be shared with users, groups or everyone? [supported]: Agents and their knowledge access are controlled by sharing and Space memberships; group governance regulates publishing. Sources: dust:dust:builder, dust:dust:spaces, dust:dust:governance.
• catalogue Is there an internal assistant directory? [partial]: Published/shared agents and default agents are discoverable in the workspace; exact catalog configuration was not observed. Sources: dust:dust:builder, dust:dust:models.
• prompt_library Are shared prompt templates available? [partial]: Reusable agents and skills package instructions, knowledge and tools. A separate legacy prompt-library feature is not assumed. Sources: dust:dust:governance, dust:dust:builder.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:builder, dust:dust:governance, dust:dust:spaces, dust:dust:models.

nuwacom

Agent cross-checked Support: partial

No-code agents combine instructions, knowledge, tools and skills with controlled creation/sharing.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• sharing_scope: Private, specific people/groups or workspace sharing; published embeds use domain whitelist and separate knowledge/account permissions.

• create_assistants Can users create assistants with instructions, knowledge and tools? [supported]: Agent Builder accepts natural-language instructions, selected files/folders, connector actions, nuwacom tools and skills. Sources: nuwacom:nuwacom:agents-20261026, nuwacom:nuwacom:agent-config-20261026.
• creator_permissions Can admins limit who creates them? [supported]: Admin permission matrix controls Read/Write/Share for Agents by role/group; admins retain full access. Sources: nuwacom:nuwacom:settings-20261026.
• sharing_scope Can assistants be shared with users, groups or everyone? [partial]: Private, specific people/groups or workspace sharing; published embeds use domain whitelist and separate knowledge/account permissions. Sources: nuwacom:nuwacom:agent-config-20261026, nuwacom:nuwacom:users-20261026.
• catalogue Is there an internal assistant directory? [supported]: Categorized internal agent library and personal sidebar pins are documented. Sources: nuwacom:nuwacom:agent-extra-20261026.
• prompt_library Are shared prompt templates available? [supported]: Custom/standard categorized prompts share internally; Prompts are disabled by default until admin re-enables the module. Sources: nuwacom:nuwacom:prompts-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:agents-20261026, nuwacom:nuwacom:agent-config-20261026, nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:users-20261026, nuwacom:nuwacom:agent-extra-20261026, nuwacom:nuwacom:prompts-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Dust supports built-in tools, customer MCP servers and personal or shared credentials.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• No external-tool call or access-boundary fixture was run.

• builtin_tools Which tools are built in? [supported]: Documented tools include knowledge search, table queries, web search, Computer, images, speech and agent orchestration. Sources: dust:dust:credits, dust:dust:computer.
• custom_actions Can admins add API actions? [supported]: Admins can connect customer-written MCP tools over secured publicly reachable URLs. Sources: dust:dust:tools.
• mcp_client Can it use remote MCP servers, and with what admin control? [supported]: Admins add remote MCP servers with automatic/static OAuth or bearer-token authentication and can restrict tools to skills. Sources: dust:dust:tools.
• tool_auth Do tools act as the user or as a shared account? [supported]: Shared credentials act as one service account; personal credentials use each user OAuth after initial admin setup. Sources: dust:dust:credentials.
• tool_approval Can admins approve or block tools, and can users confirm actions before they run? [partial]: Computer network domains can require user approval; dated connector releases describe approval for writes. A universal confirmation rule for every tool and unattended trigger was not established. Sources: dust:dust:computer, dust:dust:changelog.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:credits, dust:dust:computer, dust:dust:tools, dust:dust:credentials, dust:dust:changelog.

nuwacom

Agent cross-checked Support: partial

Native action tools and remote MCP support personal/shared credentials and central connector enablement.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business/Enterprise native tools and workflow approvals; custom MCP plan entitlement unverified; add_ons=Enterprise custom integration enablement; shared credential/agent configuration as described; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• custom_actions: The custom MCP setup guide is reachable, but neither it nor the pricing/Plans pages assigns a custom-action entitlement to Business or Enterprise. Search on 2026-10-26: https://docs.nuwacom.ai/en/agent-configuration.md, https://docs.nuwacom.ai/en/data-analysis.md, https://docs.nuwacom.ai/en/connect-mcp-server.md. No additional scoped evidence established this answer.
• mcp_client: Remote MCP transport and authentication are documented, but the eligible Business/Enterprise plan or add-on is not identified. Search on 2026-10-26: https://docs.nuwacom.ai/en/agent-configuration.md, https://docs.nuwacom.ai/en/data-analysis.md, https://docs.nuwacom.ai/en/connect-mcp-server.md. No additional scoped evidence established this answer.
• tool_auth: Native connected accounts use personal OAuth or a shared/default account. Custom MCP authentication options are documented separately, but commercial eligibility for that module remains unknown.
• tool_approval: Admins enable native connectors and agents select available actions. Workflows can pause at manually configured approval steps. A universal per-action confirmation requirement for chat/agent writes is not established.

• builtin_tools Which tools are built in? [supported]: Knowledge/web search, document/email/slide creation, image/video generation, Python analysis and connector actions. Sources: nuwacom:nuwacom:agent-config-20261026, nuwacom:nuwacom:analysis-20261026.
• custom_actions Can admins add API actions? [unknown]: The custom MCP setup guide is reachable, but neither it nor the pricing/Plans pages assigns a custom-action entitlement to Business or Enterprise. Search on 2026-10-26: https://docs.nuwacom.ai/en/agent-configuration.md, https://docs.nuwacom.ai/en/data-analysis.md, https://docs.nuwacom.ai/en/connect-mcp-server.md. No additional scoped evidence established this answer.
• mcp_client Can it use remote MCP servers, and with what admin control? [unknown]: Remote MCP transport and authentication are documented, but the eligible Business/Enterprise plan or add-on is not identified. Search on 2026-10-26: https://docs.nuwacom.ai/en/agent-configuration.md, https://docs.nuwacom.ai/en/data-analysis.md, https://docs.nuwacom.ai/en/connect-mcp-server.md. No additional scoped evidence established this answer.
• tool_auth Do tools act as the user or as a shared account? [partial]: Native connected accounts use personal OAuth or a shared/default account. Custom MCP authentication options are documented separately, but commercial eligibility for that module remains unknown. Sources: nuwacom:nuwacom:connections-20261026, nuwacom:nuwacom:mcp-20261026.
• tool_approval Can admins approve or block tools, and can users confirm actions before they run? [partial]: Admins enable native connectors and agents select available actions. Workflows can pause at manually configured approval steps. A universal per-action confirmation requirement for chat/agent writes is not established. Sources: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:workflows-20261026, nuwacom:nuwacom:agent-config-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:agent-config-20261026, nuwacom:nuwacom:analysis-20261026, nuwacom:nuwacom:mcp-20261026, nuwacom:nuwacom:connections-20261026, nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:workflows-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Agents can search the web and run multi-step Deep-dive research.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• web_search Is web search available? [supported]: Web Search & Browse runs Google queries and reads result pages. Sources: dust:dust:web.
• admin_toggle Can admins disable it per organisation or group? [partial]: Web tools are selected in agent configuration; default Deep-dive can be disabled by admins. A universal per-group web-off rule was not established. Sources: dust:dust:web, dust:dust:deep.
• search_provider Which search provider handles queries, and where? [partial]: The guide calls the search a Google query. The intermediary provider and countries handling queries/crawling were not established. Sources: dust:dust:web.
• deep_research Is multi-step research with a report available? [supported]: Deep-dive plans, spawns parallel specialists and produces a research report. It searches Company Data and cannot use Table Query. Sources: dust:dust:deep.
• web_citations Are web sources cited? [supported]: Deep-dive promises citations to web and company sources. Sources: dust:dust:deep.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:web, dust:dust:deep.

nuwacom

Agent cross-checked Support: partial

Web search and structured research cite sources; search-provider geography and universal toggle scope are not public.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• admin_toggle: Admin role permissions and agent action selection are documented; a specific organization/group-wide web-search kill switch is not established.
• search_provider: Which search provider handles queries, and where? Unknown. No named underlying web-search provider/query-processing region was established. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://docs.nuwacom.ai/en/agent-configuration.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.
• deep_research: Research task gathers structured web/internal/app results; Orchestrator can invoke a Research Agent. No research-depth or quality fixture was run.

• web_search Is web search available? [supported]: Enabled by default, with per-chat source selection and agent Search Web action. Sources: nuwacom:nuwacom:chat-20261026, nuwacom:nuwacom:agent-config-20261026.
• admin_toggle Can admins disable it per organisation or group? [partial]: Admin role permissions and agent action selection are documented; a specific organization/group-wide web-search kill switch is not established. Sources: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:agent-config-20261026.
• search_provider Which search provider handles queries, and where? [unknown]: Which search provider handles queries, and where? Unknown. No named underlying web-search provider/query-processing region was established. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://docs.nuwacom.ai/en/agent-configuration.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.
• deep_research Is multi-step research with a report available? [partial]: Research task gathers structured web/internal/app results; Orchestrator can invoke a Research Agent. No research-depth or quality fixture was run. Sources: nuwacom:nuwacom:research-20261026, nuwacom:nuwacom:orchestrator-20261026.
• web_citations Are web sources cited? [supported]: Research source links and chat source list open original webpages. Sources: nuwacom:nuwacom:research-20261026, nuwacom:nuwacom:chat-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:chat-20261026, nuwacom:nuwacom:agent-config-20261026, nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:research-20261026, nuwacom:nuwacom:orchestrator-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Agents support schedules and webhook automation with admin-created event sources.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• workflow_builder Is there a workflow or chain builder? [partial]: Agents orchestrate tools and sub-agents; external n8n and trigger workflows are documented. A separate visual multi-step chain canvas was not established. Sources: dust:dust:deep, dust:dust:triggers, dust:dust:changelog.
• scheduled_tasks Can prompts or assistants run on a schedule? [supported]: Agents can run on recurring schedules. Sources: dust:dust:schedules.
• event_triggers Can external events start a workflow? [supported]: Built-in webhook sources include GitHub, Jira, Linear, Zendesk and Fathom; signed custom webhooks are supported. Sources: dust:dust:webhooks.
• builder_audience Is building aimed at business users, IT or developers? [supported]: Admins connect event sources; builders/members attach filtered triggers in Agent Builder and can use natural-language trigger creation through Dust Default. Sources: dust:dust:webhooks, dust:dust:changelog.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:deep, dust:dust:triggers, dust:dust:changelog, dust:dust:schedules, dust:dust:webhooks.

nuwacom

Agent cross-checked Support: supported

Natural-language and visual workflows support automatic/event schedules and review steps.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

• workflow_builder Is there a workflow or chain builder? [supported]: Chat generates a multi-step canvas connecting agents, logic, integrations and output nodes. Sources: nuwacom:nuwacom:workflows-20261026.
• scheduled_tasks Can prompts or assistants run on a schedule? [supported]: Scheduled triggers support recurring automatic execution for published workflows. Sources: nuwacom:nuwacom:workflows-20261026.
• event_triggers Can external events start a workflow? [supported]: Forms, webhooks, App andnuwacom internal events such as new meeting note/file processing; event fields are passed downstream. Sources: nuwacom:nuwacom:workflows-20261026.
• builder_audience Is building aimed at business users, IT or developers? [supported]: Business users describe tasks in chat and adjust a visual editor; advanced integration/MCP setup targets admins/technical teams. Sources: nuwacom:nuwacom:workflows-20261026, nuwacom:nuwacom:mcp-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:workflows-20261026, nuwacom:nuwacom:mcp-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Multi-step agent work and visible Deep-dive progress are documented; safety controls depend on tool and trigger.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• No shared gather/documents/email fixture or side-effect audit was run.

• agent_mode Is there an agent mode for multi-step tasks? [supported]: Deep-dive plans, delegates and synthesizes, and Computer can execute deterministic file/code work. Sources: dust:dust:deep, dust:dust:computer.
• visible_steps Are steps and tool calls shown? [supported]: Deep-dive documentation shows reasoning and sub-agent progress in real time. Sources: dust:dust:deep.
• side_effect_confirmation Must the user confirm actions with side effects? [partial]: Computer domains may require user approval and selected connector write actions ask for approval. Pods agents can also act without a human, so universal write confirmation is not claimed. Sources: dust:dust:computer, dust:dust:changelog, dust:dust:pods.
• stop_control Can the user stop a running task? [partial]: The 600-AWU root-task checkpoint offers Stop or Continue. A complete general stop/rollback behavior was not tested. Sources: dust:dust:credits.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:deep, dust:dust:computer, dust:dust:changelog, dust:dust:pods, dust:dust:credits.

nuwacom

Agent cross-checked Support: partial

Orchestrator plans and executes multi-step work; approvals are configurable, not proven mandatory for every side effect.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• visible_steps: Orchestrator promises planning/checkpoints; workflows show step statuses, timing and expandable progress/history. Complete chat tool traces were not verified.
• side_effect_confirmation: Manual approval nodes can pause workflows for review; agent instructions can request send-preview. No universal enforced confirm-before-write policy was established.
• stop_control: Can the user stop a running task? Unknown. The cited public documentation does not establish these remaining details; no account or shared fixture was used. Search on 2026-10-26: https://docs.nuwacom.ai/en/orchestrator.md, https://docs.nuwacom.ai/en/product/workflows.md, https://docs.nuwacom.ai/en/agent-configuration.md. No additional scoped evidence established this answer.

• agent_mode Is there an agent mode for multi-step tasks? [supported]: Orchestrator coordinates agents, tools, planning, loop detection and checkpoints from chat under user-enabled agent access. Sources: nuwacom:nuwacom:orchestrator-20261026.
• visible_steps Are steps and tool calls shown? [partial]: Orchestrator promises planning/checkpoints; workflows show step statuses, timing and expandable progress/history. Complete chat tool traces were not verified. Sources: nuwacom:nuwacom:orchestrator-20261026, nuwacom:nuwacom:workflows-20261026.
• side_effect_confirmation Must the user confirm actions with side effects? [partial]: Manual approval nodes can pause workflows for review; agent instructions can request send-preview. No universal enforced confirm-before-write policy was established. Sources: nuwacom:nuwacom:workflows-20261026, nuwacom:nuwacom:agent-config-20261026.
• stop_control Can the user stop a running task? [unknown]: Can the user stop a running task? Unknown. The cited public documentation does not establish these remaining details; no account or shared fixture was used. Search on 2026-10-26: https://docs.nuwacom.ai/en/orchestrator.md, https://docs.nuwacom.ai/en/product/workflows.md, https://docs.nuwacom.ai/en/agent-configuration.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: nuwacom:nuwacom:orchestrator-20261026, nuwacom:nuwacom:workflows-20261026, nuwacom:nuwacom:agent-config-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: supported

Dust offers conversation/knowledge APIs, enforceable API-key caps and OAuth MCP access.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust APIs and MCP server; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business conversation API; Enterprise adds Data Source API per pricing; MCP subject to workspace enablement; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

• chat_api Is there an API for chat and assistants? [supported]: Documented APIs retrieve/create conversations and messages with scoped API keys. Sources: dust:dust:get-conversation, dust:dust:api-keys.
• knowledge_api Can documents be loaded through an API? [supported]: The data-source API upserts documents into scoped data sources. Sources: dust:dust:upsert.
• api_governance Do audit, budgets and model rules apply to API use? [supported]: Per-key caps reject further API usage at the limit. Model overrides obey workspace/tier rules; programmatic usage uses the workspace pool and does not count toward beta pooled group budgets. Sources: dust:dust:api-keys, dust:dust:models, dust:dust:credit-management.
• mcp_server Does the product expose itself to other agents over MCP? [supported]: Global and EU MCP URLs expose authorized Dust knowledge, conversations, agents, files and Pods via OAuth; admins can disable access and control redirects. Sources: dust:dust:mcp-server.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:get-conversation, dust:dust:api-keys, dust:dust:upsert, dust:dust:models, dust:dust:credit-management, dust:dust:mcp-server.

nuwacom

Agent cross-checked Support: partial

The September 16 release makes Agents and Skills APIs available in all workspaces; complete Assets API entitlement remains unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace, nuwacom completion, agents, skills and assets APIs; version=Public documentation checked 2026-10-21; plan=Business/Enterprise workspaces for Agents/Skills APIs and agent chat; Assets API entitlement unverified; add_ons=Workspace API enablement, scoped administrator key and AI usage allowance; eligible tier and fee unknown; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• knowledge_api: Assets upload/get/delete APIs are documented, but the all-workspaces announcement names Agents and Skills only. No eligible Business/Enterprise tier for Assets was established. Search on 2026-10-26: https://docs.nuwacom.ai/admin/api/introduction.md, https://docs.nuwacom.ai/admin/api/agents-overview.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.
• api_governance: API usage has analytics, scoped revocable keys, per-user model checks and pause at budget; embedded agents bypass per-user model access. Full audit/export parity was not verified.
• mcp_server: Does the product expose itself to other agents over MCP? Unknown. No first-party nuwacom MCP server exposing its own agents was established; incoming remote MCP client support is separate. Search on 2026-10-26: https://docs.nuwacom.ai/admin/api/introduction.md, https://docs.nuwacom.ai/admin/api/agents-overview.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.

• chat_api Is there an API for chat and assistants? [supported]: The September 16 release explicitly makes Agents and Skills APIs available in all workspaces and describes agent chat through OpenAI-compatible completions. Workspace admins create scoped keys. Sources: nuwacom:nuwacom:changes-20261026, nuwacom:nuwacom:api-20261026, nuwacom:nuwacom:agent-api-20261026.
• knowledge_api Can documents be loaded through an API? [unknown]: Assets upload/get/delete APIs are documented, but the all-workspaces announcement names Agents and Skills only. No eligible Business/Enterprise tier for Assets was established. Search on 2026-10-26: https://docs.nuwacom.ai/admin/api/introduction.md, https://docs.nuwacom.ai/admin/api/agents-overview.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.
• api_governance Do audit, budgets and model rules apply to API use? [partial]: API usage has analytics, scoped revocable keys, per-user model checks and pause at budget; embedded agents bypass per-user model access. Full audit/export parity was not verified. Sources: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:rules-20261026, nuwacom:nuwacom:analytics-20261026.
• mcp_server Does the product expose itself to other agents over MCP? [unknown]: Does the product expose itself to other agents over MCP? Unknown. No first-party nuwacom MCP server exposing its own agents was established; incoming remote MCP client support is separate. Search on 2026-10-26: https://docs.nuwacom.ai/admin/api/introduction.md, https://docs.nuwacom.ai/admin/api/agents-overview.md, https://docs.nuwacom.ai/en/workspacesettings.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: nuwacom:nuwacom:api-20261026, nuwacom:nuwacom:agent-api-20261026, nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:rules-20261026, nuwacom:nuwacom:analytics-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:asset-delete-20261026, nuwacom:nuwacom:changes-20261026.

Dust

Agent cross-checked Support: partial

Web, browser extension and Teams access are documented; native desktop/mobile availability remains unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace, Dust browser extension; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• web Is a full web client available? [supported]: Dust provides the hosted web workspace, including the EU region. Sources: dust:dust:pricing, dust:dust:models.
• desktop_apps Windows and macOS apps? [unknown]: Windows and macOS apps? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.
• mobile_apps iOS and Android apps with SSO? [unknown]: iOS and Android apps with SSO? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.
• browser_extension Is there a browser extension or sidebar? [supported]: The extension guide covers Chrome, Firefox and Chromium browsers. Sources: dust:dust:browser.
• managed_deployment Can IT deploy and configure clients through MDM? [unknown]: Can IT deploy and configure clients through MDM? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.
• client_feature_gaps Which features are missing on mobile? [unknown]: Which features are missing on mobile? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:pricing, dust:dust:models, dust:dust:browser.

nuwacom

Agent cross-checked Support: partial

A web workspace and newly launched iOS/Android apps are documented.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace, nuwacom iOS/Android; version=Public documentation checked 2026-10-21; plan=Business SaaS unless Enterprise, custom deployment or beta is explicitly named; documentation pages do not generally specify plan entitlement; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• mobile_apps: First-party iOS/Android apps launched2026-09-29, use workspace sign-in and expose approved models, knowledge, agents, skills, projects andnotetaker. Mobile SAML/OIDC behavior was not tested.
• client_feature_gaps: Mobile article lists supported core tasks but no exhaustive parity matrix for workflows/admin/editor.
• Unverified desktop_apps, browser_extension, managed_deployment: No current Windows/macOS native application, browser extension/sidebar, managed MDM deployment instructions or mobile SSO fixture was established.

• web Is a full web client available? [supported]: Hosted Business/Enterprise workspace is available in browser. Sources: nuwacom:nuwacom:chat, nuwacom:nuwacom:plans.
• desktop_apps Windows and macOS apps? [unknown]: Windows and macOS apps? Unknown. No current Windows/macOS native application, browser extension/sidebar, managed MDM deployment instructions or mobile SSO fixture was established.
• mobile_apps iOS and Android apps with SSO? [partial]: First-party iOS/Android apps launched2026-09-29, use workspace sign-in and expose approved models, knowledge, agents, skills, projects andnotetaker. Mobile SAML/OIDC behavior was not tested. Sources: nuwacom:nuwacom:mobile.
• browser_extension Is there a browser extension or sidebar? [unknown]: Is there a browser extension or sidebar? Unknown. No current Windows/macOS native application, browser extension/sidebar, managed MDM deployment instructions or mobile SSO fixture was established.
• managed_deployment Can IT deploy and configure clients through MDM? [unknown]: Can IT deploy and configure clients through MDM? Unknown. No current Windows/macOS native application, browser extension/sidebar, managed MDM deployment instructions or mobile SSO fixture was established.
• client_feature_gaps Which features are missing on mobile? [partial]: Mobile article lists supported core tasks but no exhaustive parity matrix for workflows/admin/editor. Sources: nuwacom:nuwacom:mobile.

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

Dust

Agent cross-checked Support: partial

An official Teams integration runs agents in Teams; document connectors do not imply Office add-ins.

Availability: generally-available · Delivery: official-integration
Scope: surfaces=Dust in Microsoft Teams; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• word_excel_powerpoint Does it work inside Word, Excel and PowerPoint? [unknown]: Does it work inside Word, Excel and PowerPoint? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.
• outlook Does it work inside Outlook? [unknown]: Does it work inside Outlook? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.
• teams Is there a Teams app or bot? [supported]: Dust in Teams has an official integration guide and admin setup. Sources: dust:dust:teams.
• google_workspace_apps Does it work inside Docs, Sheets or Gmail? [unknown]: Does it work inside Docs, Sheets or Gmail? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.
• licence_prerequisites Which licences or consents are needed? [partial]: The Teams guide requires integration/admin authorization in a Dust workspace. Extra Microsoft/Dust licence charges were not established. Sources: dust:dust:teams.

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

nuwacom

Agent cross-checked Support: partial

Microsoft/Google connectors work from nuwacom; embedded office add-in coverage is not established.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace, nuwacom Meeting Notetaker bot; version=Public documentation checked 2026-10-21; plan=Business/Enterprise workspace connectors and enabled Meeting Notetaker; embedded Office add-ins unverified; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• word_excel_powerpoint: Excel connector reads/writes cells/formulas/charts; generated DOCX/PPTX files export. This does not establish in-Word/PowerPoint/Excel add-ins.
• outlook: Connected Outlook searches/drafts/sends email; nuwacom email editor opens drafts in Outlook for review/send. In-Outlook add-in not established.
• teams: Teams connector posts/searches messages; Notetaker joins Teams calls as guest. An interactive Teams chat app/bot beyond meetings was not established.
• google_workspace_apps: Gmail/Docs/Sheets/Calendar connectors and open-in-Gmail handoff; these are workspace actions rather than verified embedded add-ons.
• licence_prerequisites: OAuth account consent and appropriate source permissions; Notetaker calendar requires reading/editing events and bot meeting admission. Exact source licence/admin-consent matrix is not listed.

• word_excel_powerpoint Does it work inside Word, Excel and PowerPoint? [partial]: Excel connector reads/writes cells/formulas/charts; generated DOCX/PPTX files export. This does not establish in-Word/PowerPoint/Excel add-ins. Sources: nuwacom:nuwacom:directory-20261026, nuwacom:nuwacom:documents-20261026, nuwacom:nuwacom:slides-20261026.
• outlook Does it work inside Outlook? [partial]: Connected Outlook searches/drafts/sends email; nuwacom email editor opens drafts in Outlook for review/send. In-Outlook add-in not established. Sources: nuwacom:nuwacom:directory-20261026, nuwacom:nuwacom:emails-20261026.
• teams Is there a Teams app or bot? [partial]: Teams connector posts/searches messages; Notetaker joins Teams calls as guest. An interactive Teams chat app/bot beyond meetings was not established. Sources: nuwacom:nuwacom:directory-20261026, nuwacom:nuwacom:notetaker-20261026.
• google_workspace_apps Does it work inside Docs, Sheets or Gmail? [partial]: Gmail/Docs/Sheets/Calendar connectors and open-in-Gmail handoff; these are workspace actions rather than verified embedded add-ons. Sources: nuwacom:nuwacom:directory-20261026, nuwacom:nuwacom:emails-20261026.
• licence_prerequisites Which licences or consents are needed? [partial]: OAuth account consent and appropriate source permissions; Notetaker calendar requires reading/editing events and bot meeting admission. Exact source licence/admin-consent matrix is not listed. Sources: nuwacom:nuwacom:connections-20261026, nuwacom:nuwacom:notetaker-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:directory-20261026, nuwacom:nuwacom:documents-20261026, nuwacom:nuwacom:slides-20261026, nuwacom:nuwacom:emails-20261026, nuwacom:nuwacom:notetaker-20261026, nuwacom:nuwacom:connections-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Agents can perform language work, but document-translation fidelity and controlled terminology are untested.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• document_translation Can whole documents be translated with formatting kept? [unknown]: Can whole documents be translated with formatting kept? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.
• translation_engine Which engine translates? [unknown]: Which engine translates? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.
• glossaries Are company glossaries supported? [unknown]: Are company glossaries supported? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.
• formality_and_variants Can formality and regional variants (de-CH) be set? [unknown]: Can formality and regional variants (de-CH) be set? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.
• writing_tools Are dedicated rewrite and proofreading tools available? [partial]: Configurable agent instructions and Computer document editing support writing workflows; a separate dedicated proofreading product was not established. Sources: dust:dust:builder, dust:dust:computer.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:builder, dust:dust:computer.

nuwacom

Agent cross-checked Support: partial

Voices, writing prompts and document editors support rewriting; specialized translation fidelity is untested.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• document_translation: Can whole documents be translated with formatting kept? Unknown. No formatting-preserving whole-document translation, named translation engine or company glossary feature was established in writing/language/connector documentation. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/product/chat.md. No additional scoped evidence established this answer.
• translation_engine: Which engine translates? Unknown. No formatting-preserving whole-document translation, named translation engine or company glossary feature was established in writing/language/connector documentation. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/product/chat.md. No additional scoped evidence established this answer.
• glossaries: Are company glossaries supported? Unknown. No formatting-preserving whole-document translation, named translation engine or company glossary feature was established in writing/language/connector documentation. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/product/chat.md. No additional scoped evidence established this answer.
• formality_and_variants: Voices specify formal/informal style and workspace content languages. Dedicated de-CH/localized glossary enforcement is not specified.

• document_translation Can whole documents be translated with formatting kept? [unknown]: Can whole documents be translated with formatting kept? Unknown. No formatting-preserving whole-document translation, named translation engine or company glossary feature was established in writing/language/connector documentation. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/product/chat.md. No additional scoped evidence established this answer.
• translation_engine Which engine translates? [unknown]: Which engine translates? Unknown. No formatting-preserving whole-document translation, named translation engine or company glossary feature was established in writing/language/connector documentation. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/product/chat.md. No additional scoped evidence established this answer.
• glossaries Are company glossaries supported? [unknown]: Are company glossaries supported? Unknown. No formatting-preserving whole-document translation, named translation engine or company glossary feature was established in writing/language/connector documentation. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/product/chat.md. No additional scoped evidence established this answer.
• formality_and_variants Can formality and regional variants (de-CH) be set? [partial]: Voices specify formal/informal style and workspace content languages. Dedicated de-CH/localized glossary enforcement is not specified. Sources: nuwacom:nuwacom:account-20261026, nuwacom:nuwacom:settings-20261026.
• writing_tools Are dedicated rewrite and proofreading tools available? [supported]: Prompt library has grammar/spelling, TextTools and style prompts; document/email editors rewrite, shorten, rephrase and change tone. Sources: nuwacom:nuwacom:chat-20261026, nuwacom:nuwacom:documents-20261026, nuwacom:nuwacom:emails-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:account-20261026, nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:chat-20261026, nuwacom:nuwacom:documents-20261026, nuwacom:nuwacom:emails-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Image tools use reference images and parallel generation; exact model and output-right terms need further evidence.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• image_generation Can users generate images, with which models? [partial]: Image Generation is a configurable agent capability with SynthID-marked output. The exact current model identifier is not named in the checked guide. Sources: dust:dust:images.
• image_editing Can users edit uploaded images? [partial]: Uploaded and prior generated images can be used as references, with up to 14 references. Precise inpainting/masking controls were not established. Sources: dust:dust:images.
• admin_control Can admins restrict image generation? [partial]: Builders enable image tools in an agent, while group governance controls who creates/publishes agents. A separate organization/group image-off switch was not established. Sources: dust:dust:images, dust:dust:governance.
• usage_terms What usage rights apply to output? [unknown]: What usage rights apply to output? The image guide and legal entry points were checked. Current model identifier, per-image tariff and contractual output usage rights were not established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:images, dust:dust:governance.

nuwacom

Agent cross-checked Support: partial

Image generation and reference-image edits use admin-enabled model routes; the actual default and its region remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• image_generation: Business/Enterprise image generation has selectable Gemini image, GPTImage and FLUX model routes, including EU and global locations. The image guide also lists Imagen. Actual default model/region is unknown because the models and image guides disagree; no default-residency guarantee is inferred.
• usage_terms: Terms preserve nuwacom IP and require output review/third-party rights compliance, but do not establish a model-by-model image-output rights grant.
• The guide does not establish a default-image-model access exception. The separate disagreement between the models and images guides about the current image default remains unresolved.

• image_generation Can users generate images, with which models? [partial]: Business/Enterprise image generation has selectable Gemini image, GPTImage and FLUX model routes, including EU and global locations. The image guide also lists Imagen. Actual default model/region is unknown because the models and image guides disagree; no default-residency guarantee is inferred. Sources: nuwacom:nuwacom:images-20261026, nuwacom:nuwacom:models-20261026.
• image_editing Can users edit uploaded images? [supported]: Upload image references to change style, background and colors; return downloadable edited images. Sources: nuwacom:nuwacom:images-20261026.
• admin_control Can admins restrict image generation? [supported]: Workspace admins set the image-generation default, enable or disable image models, and restrict enabled image-model access to selected users. The non-restrictable exception names the default workspace model and Auto Mode models; the guide does not explicitly extend it to the default image model. Sources: nuwacom:nuwacom:review-fix-image-model-access-20261026.
• usage_terms What usage rights apply to output? [partial]: Terms preserve nuwacom IP and require output review/third-party rights compliance, but do not establish a model-by-model image-output rights grant. Sources: nuwacom:nuwacom:terms.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:models-20261026, nuwacom:nuwacom:images-20261026, nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:terms, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:review-fix-image-model-access-20261026.

Dust

Agent cross-checked Support: partial

Speech generation and meeting-transcript integrations are documented; live voice and Swiss German recognition remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• dictation Can users dictate prompts? [unknown]: Can users dictate prompts? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.
• read_aloud Can answers be read aloud? [partial]: Speech Generator converts written text to MP3 audio with selectable voices/languages; a one-click read-aloud mode for all responses was not established. Sources: dust:dust:speech.
• voice_conversation Is a live voice mode available? [unknown]: Is a live voice mode available? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.
• meeting_summaries Are meetings transcribed and summarised? [supported]: Connected Granola/Fathom/Gong/Praiz transcripts can feed summaries; private Gong transcripts are excluded. This is not a native meeting recorder claim. Sources: dust:dust:meetings.
• swiss_german_speech Is Swiss German speech recognised? [unknown]: Is Swiss German speech recognised? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:speech, dust:dust:meetings.

nuwacom

Agent cross-checked Support: partial

Business/Enterprise Notetaker documents meeting transcripts and summaries; retained audio/video format and duration require configuration-specific confirmation.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace, nuwacom Meeting Notetaker bot, nuwacom iOS/Android; version=Public documentation checked 2026-10-21; plan=Business/Enterprise Meeting Notetaker and chat dictation; meeting feature enabled by workspace admin; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• read_aloud: Can answers be read aloud? Unknown. No read-aloud/live voice mode or Swiss German recognition fixture/explicit language guarantee was established. Meeting FAQ still says Team plans, while current pricing calls it Business. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://nuwacom.com/en/resources/blog/nuwacom-mobile-app, https://docs.nuwacom.ai/en/product/notetaker.md. No additional scoped evidence established this answer.
• voice_conversation: Is a live voice mode available? Unknown. No read-aloud/live voice mode or Swiss German recognition fixture/explicit language guarantee was established. Meeting FAQ still says Team plans, while current pricing calls it Business. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://nuwacom.com/en/resources/blog/nuwacom-mobile-app, https://docs.nuwacom.ai/en/product/notetaker.md. No additional scoped evidence established this answer.
• meeting_summaries: Meeting Notetaker joins Teams/Meet/Zoom/Webex via calendar or meeting link and creates searchable transcripts, summaries and action items with customer consent. The DPA section3(3) permits customer-enabled recording and temporary or permanent audio/video storage. Actual media retention is unknown: the feature guide claims text-only retention and does not establish which configuration the DPA permits.
• swiss_german_speech: Is Swiss German speech recognised? Unknown. No read-aloud/live voice mode or Swiss German recognition fixture/explicit language guarantee was established. Meeting FAQ still says Team plans, while current pricing calls it Business. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://nuwacom.com/en/resources/blog/nuwacom-mobile-app, https://docs.nuwacom.ai/en/product/notetaker.md. No additional scoped evidence established this answer.

• dictation Can users dictate prompts? [supported]: Chat microphone converts spoken requests into prompts; mobile voice capture makes structured notes. Sources: nuwacom:nuwacom:chat-20261026, nuwacom:nuwacom:mobile-20261026.
• read_aloud Can answers be read aloud? [unknown]: Can answers be read aloud? Unknown. No read-aloud/live voice mode or Swiss German recognition fixture/explicit language guarantee was established. Meeting FAQ still says Team plans, while current pricing calls it Business. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://nuwacom.com/en/resources/blog/nuwacom-mobile-app, https://docs.nuwacom.ai/en/product/notetaker.md. No additional scoped evidence established this answer.
• voice_conversation Is a live voice mode available? [unknown]: Is a live voice mode available? Unknown. No read-aloud/live voice mode or Swiss German recognition fixture/explicit language guarantee was established. Meeting FAQ still says Team plans, while current pricing calls it Business. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://nuwacom.com/en/resources/blog/nuwacom-mobile-app, https://docs.nuwacom.ai/en/product/notetaker.md. No additional scoped evidence established this answer.
• meeting_summaries Are meetings transcribed and summarised? [partial]: Meeting Notetaker joins Teams/Meet/Zoom/Webex via calendar or meeting link and creates searchable transcripts, summaries and action items with customer consent. The DPA section3(3) permits customer-enabled recording and temporary or permanent audio/video storage. Actual media retention is unknown: the feature guide claims text-only retention and does not establish which configuration the DPA permits. Sources: nuwacom:nuwacom:notetaker-20261026, nuwacom:nuwacom:dpa-rev2.
• swiss_german_speech Is Swiss German speech recognised? [unknown]: Is Swiss German speech recognised? Unknown. No read-aloud/live voice mode or Swiss German recognition fixture/explicit language guarantee was established. Meeting FAQ still says Team plans, while current pricing calls it Business. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://nuwacom.com/en/resources/blog/nuwacom-mobile-app, https://docs.nuwacom.ai/en/product/notetaker.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: nuwacom:nuwacom:chat-20261026, nuwacom:nuwacom:mobile-20261026, nuwacom:nuwacom:notetaker-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:dpa-rev2.

Dust

Agent cross-checked Support: supported

Computer executes analysis and creates real Office files; Frames provide editable interactive output.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• No Excel/PowerPoint fixture or artifact fidelity test. File Generation is deprecated in favor of Computer as of October 14, 2026.

• data_analysis Can it analyse spreadsheets with executed code? [supported]: Computer executes code to inspect and transform Excel/CSV, compute every-row results and return edited workbooks. Sources: dust:dust:computer.
• charts Can it produce charts? [supported]: Computer documents chart generation from spreadsheet data and inclusion in reports/decks. Sources: dust:dust:computer.
• office_file_output Can it create Word, Excel or PowerPoint files? [supported]: Computer creates/edits Word, Excel and PowerPoint files and returns downloadable artifacts, with fidelity caveats. Sources: dust:dust:computer.
• canvas_editing Is there a document or canvas editor for iterating on output? [supported]: Frames are persistent interactive content that can be revised through agents and shared. Sources: dust:dust:frames.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:computer, dust:dust:frames.

nuwacom

Agent cross-checked Support: partial

Python analysis and collaborative document/slide editors create office outputs.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• data_analysis: Integrated Python interpreter processes Excel, CSV andGoogleSheets data; actual execution accuracy and workbook fidelity untested.

• data_analysis Can it analyse spreadsheets with executed code? [partial]: Integrated Python interpreter processes Excel, CSV andGoogleSheets data; actual execution accuracy and workbook fidelity untested. Sources: nuwacom:nuwacom:analysis-20261026.
• charts Can it produce charts? [supported]: Python creates visualizations/charts and downloadable files. Sources: nuwacom:nuwacom:analysis-20261026.
• office_file_output Can it create Word, Excel or PowerPoint files? [supported]: DOCX/PDF document, email exports; PPTX/PDF presentations; XLSX/CSV and other Python output files. Sources: nuwacom:nuwacom:documents-20261026, nuwacom:nuwacom:slides-20261026, nuwacom:nuwacom:emails-20261026, nuwacom:nuwacom:analysis-20261026.
• canvas_editing Is there a document or canvas editor for iterating on output? [supported]: Inline/chat document and slide editors support versions, layout, images and team refinement. Slide layouts may differ from uploaded masters. Sources: nuwacom:nuwacom:documents-20261026, nuwacom:nuwacom:slides-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:analysis-20261026, nuwacom:nuwacom:documents-20261026, nuwacom:nuwacom:slides-20261026, nuwacom:nuwacom:emails-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Pods provide shared team conversations, files and tasks; source-sharing effects still need testing.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• No cross-group sharing fixture. Do not infer source-ACL propagation from Pod membership.

• share_chats Can chats be shared inside the organisation? [supported]: Pod conversations are visible to all members, who can contribute. Sources: dust:dust:pod-chats.
• team_spaces Are shared projects or workspaces available? [supported]: Open/Restricted Pods group conversations, files and tasks; restricted access is invite-only. Sources: dust:dust:pods.
• group_chat Can several people chat together with the AI? [supported]: Teammates and agents participate in the same Pod thread and can be mentioned. Sources: dust:dust:pod-chats.
• share_permission_boundary Does sharing respect the recipient's access to sources? [partial]: All Pod members read conversation contents. Spaces restrict source/agent use and personal tools act under their user; recipient-safe redaction of previously generated text was not established. Sources: dust:dust:pod-chats, dust:dust:permissions, dust:dust:credentials.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:pod-chats, dust:dust:pods, dust:dust:permissions, dust:dust:credentials.

nuwacom

Agent cross-checked Support: partial

Chats, documents and project spaces share internally with explicit access expansion through knowledge/accounts.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business/Enterprise chat/project collaboration; Enterprise synchronized knowledge access treated separately; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• group_chat: Pricing describes real-time collaboration, and chat/project docs describe shared continuation; simultaneous multi-user conversation semantics were not explicitly established.
• share_permission_boundary: Sharing an agent shares attached knowledge; shared/default connections use the owner rights. Synced knowledge can reach recipients lacking source access. Recipient source ACLs are not universally rechecked.

• share_chats Can chats be shared inside the organisation? [supported]: Chats/results share with individuals or workspace/team. Sources: nuwacom:nuwacom:chat-20261026.
• team_spaces Are shared projects or workspaces available? [supported]: Shared projects combine chats, documents, knowledge and guidelines; user groups control access. Sources: nuwacom:nuwacom:projects-20261026, nuwacom:nuwacom:users-20261026.
• group_chat Can several people chat together with the AI? [partial]: Pricing describes real-time collaboration, and chat/project docs describe shared continuation; simultaneous multi-user conversation semantics were not explicitly established. Sources: nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:chat-20261026.
• share_permission_boundary Does sharing respect the recipient's access to sources? [partial]: Sharing an agent shares attached knowledge; shared/default connections use the owner rights. Synced knowledge can reach recipients lacking source access. Recipient source ACLs are not universally rechecked. Sources: nuwacom:nuwacom:agent-config-20261026, nuwacom:nuwacom:connections-20261026, nuwacom:nuwacom:knowledge-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:chat-20261026, nuwacom:nuwacom:projects-20261026, nuwacom:nuwacom:users-20261026, nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:agent-config-20261026, nuwacom:nuwacom:connections-20261026, nuwacom:nuwacom:knowledge-20261026, nuwacom:nuwacom:docs-full-recheck-20261026.

Dust

Agent cross-checked Support: partial

German and French UI releases are documented alongside English, with remaining English areas.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• ui_languages Which UI languages are offered? [supported]: October 21, 2026 release adds German; October 16 adds French alongside English US/UK, across product, Frames, extension, Sidekick and Slack/Teams. Sources: dust:dust:changelog.
• dach_language_quality Are German, French and Italian UIs complete and natural? [partial]: Release notes explicitly leave agent/skill names and instructions in English. German/French naturalness and completeness were not observed; Italian UI was not established. Sources: dust:dust:changelog.
• accessibility_statement Is there a WCAG conformance statement? [unknown]: Is there a WCAG conformance statement? The dated locale announcements were checked; Italian UI and a WCAG conformance statement/report were not established.
• admin_ui_languages Is the admin interface available in German? [partial]: Admins can set a workspace default language. A complete German admin-screen walkthrough was not observed. Sources: dust:dust:changelog.

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

nuwacom

Agent cross-checked Support: partial

Account settings document German, English andFrench interfaces; no independent quality/accessibility audit was run.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• ui_languages: Preferences explicitly give German, English orFrench as interface-language examples, not an exhaustive list.
• dach_language_quality: Are German, French and Italian UIs complete and natural? Unknown. Italian UI coverage, complete DE/FR/IT translation quality, German admin-interface completeness and a current WCAG conformance statement were not established. Content languages in workspace settings are not the same as interface languages. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.
• accessibility_statement: Is there a WCAG conformance statement? Unknown. Italian UI coverage, complete DE/FR/IT translation quality, German admin-interface completeness and a current WCAG conformance statement were not established. Content languages in workspace settings are not the same as interface languages. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.
• admin_ui_languages: Is the admin interface available in German? Unknown. Italian UI coverage, complete DE/FR/IT translation quality, German admin-interface completeness and a current WCAG conformance statement were not established. Content languages in workspace settings are not the same as interface languages. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.

• ui_languages Which UI languages are offered? [partial]: Preferences explicitly give German, English orFrench as interface-language examples, not an exhaustive list. Sources: nuwacom:nuwacom:account-20261026.
• dach_language_quality Are German, French and Italian UIs complete and natural? [unknown]: Are German, French and Italian UIs complete and natural? Unknown. Italian UI coverage, complete DE/FR/IT translation quality, German admin-interface completeness and a current WCAG conformance statement were not established. Content languages in workspace settings are not the same as interface languages. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.
• accessibility_statement Is there a WCAG conformance statement? [unknown]: Is there a WCAG conformance statement? Unknown. Italian UI coverage, complete DE/FR/IT translation quality, German admin-interface completeness and a current WCAG conformance statement were not established. Content languages in workspace settings are not the same as interface languages. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.
• admin_ui_languages Is the admin interface available in German? [unknown]: Is the admin interface available in German? Unknown. Italian UI coverage, complete DE/FR/IT translation quality, German admin-interface completeness and a current WCAG conformance statement were not established. Content languages in workspace settings are not the same as interface languages. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:account-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

SAML SSO can be enforced; Business offers it from five seats on demand.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• No self-serve SSO login test.

• sso_protocols Which SSO protocols and identity providers work? [supported]: SAML SSO is documented, with Okta, Entra ID and JumpCloud named on pricing. Enterprise marketing also names OIDC; a full provider/protocol matrix was not verified. Sources: dust:dust:sso, dust:dust:pricing, dust:dust:enterprise.
• sso_plan Which plan includes SSO? [supported]: Business pricing lists SSO for 5+ seats on demand; Enterprise includes it. Sources: dust:dust:pricing.
• mfa Can MFA be enforced? [partial]: Enforced SAML routes sign-in through the IdP. Specific MFA enforcement behavior was not tested or established in the checked setup guide. Sources: dust:dust:sso.
• conditional_access Do Entra conditional-access policies apply? [unknown]: Do Entra conditional-access policies apply? SSO and plan guides were checked; conditional-access compatibility and verified-domain capture/migration semantics were not established.
• domain_capture Can the company claim its email domain? [unknown]: Can the company claim its email domain? SSO and plan guides were checked; conditional-access compatibility and verified-domain capture/migration semantics were not established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:sso, dust:dust:pricing, dust:dust:enterprise.

nuwacom

Sourced Support: partial

The public security page claims MFA. SAML/OIDC setup is documented, but its eligible Business/Enterprise plan remains unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business/Enterprise public security description; SSO plan entitlement not established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• sso_protocols: The SSO guide documents SAML 2.0/OIDC, but pricing, Plans and the guide do not establish a named Business/Enterprise entitlement. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.
• sso_plan: Which plan includes SSO? Unknown. Exact plan entitlement for SSO, first-login behavior and tested Entra Conditional Access behavior were not established. Self-service availability explicitly excludes single-tenant standard setup. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.
• mfa: Measures/security pages claim MFA support; an enforceable tenant-level MFA setting or exact IdP policy mapping is not documented.
• conditional_access: Do Entra conditional-access policies apply? Unknown. Exact plan entitlement for SSO, first-login behavior and tested Entra Conditional Access behavior were not established. Self-service availability explicitly excludes single-tenant standard setup. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.
• domain_capture: Domain routing is described in the SSO guide, but the eligible plan and domain ownership/account-capture guarantees remain unverified. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.

• sso_protocols Which SSO protocols and identity providers work? [unknown]: The SSO guide documents SAML 2.0/OIDC, but pricing, Plans and the guide do not establish a named Business/Enterprise entitlement. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.
• sso_plan Which plan includes SSO? [unknown]: Which plan includes SSO? Unknown. Exact plan entitlement for SSO, first-login behavior and tested Entra Conditional Access behavior were not established. Self-service availability explicitly excludes single-tenant standard setup. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.
• mfa Can MFA be enforced? [partial]: Measures/security pages claim MFA support; an enforceable tenant-level MFA setting or exact IdP policy mapping is not documented. Sources: nuwacom:nuwacom:measures-20261026, nuwacom:nuwacom:security-rev2.
• conditional_access Do Entra conditional-access policies apply? [unknown]: Do Entra conditional-access policies apply? Unknown. Exact plan entitlement for SSO, first-login behavior and tested Entra Conditional Access behavior were not established. Self-service availability explicitly excludes single-tenant standard setup. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.
• domain_capture Can the company claim its email domain? [unknown]: Domain routing is described in the SSO guide, but the eligible plan and domain ownership/account-capture guarantees remain unverified. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.

Checked 2026-10-26; not separately cross-checked; check again by 2026-12-20. Sources: nuwacom:nuwacom:sso-20261026, nuwacom:nuwacom:security-rev2, nuwacom:nuwacom:measures-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Enterprise SCIM and group roles are documented, with specific annual-seat reclaim behavior.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Enterprise for SCIM; seat-management differences stated; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• scim Is SCIM provisioning supported? [supported]: SCIM 2.0 creates, updates and deactivates users from an IdP as an Enterprise feature. Sources: dust:dust:provision.
• group_sync Are identity-provider groups synced? [supported]: Provisioned IdP groups govern Space access and can map to Admin/Manager roles. Sources: dust:dust:provision, dust:dust:spaces.
• jit_provisioning Are users created at first login? [unknown]: Are users created at first login? Provisioning and seat docs were checked. First-login JIT creation and complete leaver-data transfer were not established.
• deprovisioning What happens to a removed user's data and shared assets? [partial]: SCIM deactivates users; removal/reassignment affects seats but exact chat/agent/knowledge ownership transfer was not tested. Sources: dust:dust:provision, dust:dust:seats.
• seat_assignment Can admins assign and reclaim seats? [supported]: Admins assign seat types independent of roles. Unassigned members cannot interact with agents; annual seats return to stock, and already-granted credits can persist to period end. Sources: dust:dust:seats.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:provision, dust:dust:spaces, dust:dust:seats.

nuwacom

Agent cross-checked Support: partial

Business/Enterprise seat assignment is documented; SCIM/group-sync/JIT entitlements and leaver asset handling remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business/Enterprise seat administration; SSO/SCIM commercial entitlement unverified; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• scim: The public SSO/User Sync guide describes this technical configuration, but no named Business/Enterprise entitlement was established in Plans or pricing. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.
• group_sync: The public SSO/User Sync guide describes this technical configuration, but no named Business/Enterprise entitlement was established in Plans or pricing. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.
• jit_provisioning: The public SSO/User Sync guide describes this technical configuration, but no named Business/Enterprise entitlement was established in Plans or pricing. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.
• deprovisioning: The security overview assigns identity deactivation to customers who use SCIM, but commercial entitlement and the fate of chats, agents, shared knowledge and connections after removal are not established. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.
• seat_assignment: Admins assign/reassign Standard/Premium/Power seats and additional usage; price/billing reclamation on leaver removal is not specified.

• scim Is SCIM provisioning supported? [unknown]: The public SSO/User Sync guide describes this technical configuration, but no named Business/Enterprise entitlement was established in Plans or pricing. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.
• group_sync Are identity-provider groups synced? [unknown]: The public SSO/User Sync guide describes this technical configuration, but no named Business/Enterprise entitlement was established in Plans or pricing. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.
• jit_provisioning Are users created at first login? [unknown]: The public SSO/User Sync guide describes this technical configuration, but no named Business/Enterprise entitlement was established in Plans or pricing. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.
• deprovisioning What happens to a removed user's data and shared assets? [unknown]: The security overview assigns identity deactivation to customers who use SCIM, but commercial entitlement and the fate of chats, agents, shared knowledge and connections after removal are not established. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.
• seat_assignment Can admins assign and reclaim seats? [partial]: Admins assign/reassign Standard/Premium/Power seats and additional usage; price/billing reclamation on leaver removal is not specified. Sources: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:usage-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:sso-20261026, nuwacom:nuwacom:overview-20261026, nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:usage-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Dust separates Admin, Manager, Member and group-manager permissions and supports restricted knowledge spaces.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• admin_roles Which admin roles exist, and can admin rights be delegated? [supported]: Admins control all governance; Managers delegate member/group/usage administration; group managers administer selected groups. Sources: dust:dust:governance.
• groups Can permissions be set per group? [supported]: Permissions go to manual or provisioned groups using Everyone, Groups or Admin-only modes. Multiple grants combine additively. Sources: dust:dust:governance.
• feature_toggles Which features can be switched on or off per group? [partial]: Group controls cover agent/skill creation and publishing, automation charging, billing/security and model ceilings. An exhaustive per-feature toggle matrix for uploads/web/images was not established. Sources: dust:dust:governance, dust:dust:tiers.
• multi_entity Can subsidiaries or departments be separated within one contract? [partial]: Restricted Spaces and Pods separate audiences inside a workspace; separate legal/subsidiary tenant boundaries within one contract were not established. Sources: dust:dust:spaces, dust:dust:pods.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:governance, dust:dust:tiers, dust:dust:spaces, dust:dust:pods.

nuwacom

Agent cross-checked Support: partial

Role/group permissions and separate workspaces are documented with a contractual affiliate restriction.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• admin_roles: Admin, Editor, Reader/Viewer roles, plus superadmin administration references. Admin permissions cannot be restricted; formal delegated custom-admin role design is unspecified.
• multi_entity: Users are invited per workspace and organization SSO applies across them; terms say affiliates are not automatically entitled to use. Multi-entity contracts need separate permission.

• admin_roles Which admin roles exist, and can admin rights be delegated? [partial]: Admin, Editor, Reader/Viewer roles, plus superadmin administration references. Admin permissions cannot be restricted; formal delegated custom-admin role design is unspecified. Sources: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:users-20261026.
• groups Can permissions be set per group? [supported]: Groups drive sharing of chats, documents, projects, agents andknowledge; permission matrices govern role/group access. Sources: nuwacom:nuwacom:settings-20261026.
• feature_toggles Which features can be switched on or off per group? [supported]: Read/Write/Share permissions by role/group for Agents, Workflows, Projects, Skills, Prompts, Orchestrator and content modules; connector/model controls are separate. Sources: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:changes-20261026.
• multi_entity Can subsidiaries or departments be separated within one contract? [partial]: Users are invited per workspace and organization SSO applies across them; terms say affiliates are not automatically entitled to use. Multi-entity contracts need separate permission. Sources: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:sso-20261026, nuwacom:nuwacom:terms.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:users-20261026, nuwacom:nuwacom:changes-20261026, nuwacom:nuwacom:sso-20261026, nuwacom:nuwacom:terms, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Consumption analytics has detailed attribution and exports without message content.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• adoption_dashboard Is there an adoption dashboard? [partial]: Pricing lists usage/adoption reporting; the Analytics guide focuses on credit consumption and attribution rather than a complete active-user adoption scorecard. Sources: dust:dust:pricing, dust:dust:analytics.
• breakdowns Can usage be broken down by group, model, feature and assistant? [supported]: Analytics filters/ranks agents, members, groups, models, tools, sources, API keys, skills and Pods. Group attribution may count a member in several groups. Sources: dust:dust:analytics.
• export Can usage data be exported? [supported]: Raw CSV consumption export and API analytics export are documented, with workspace enablement and key-scope restrictions. Sources: dust:dust:analytics.
• privacy_modes Can per-person reporting be limited or pseudonymised? [partial]: Analytics exports omit message content, but contain member/message/conversation identifiers. Pseudonymous or works-council privacy modes were not established. Sources: dust:dust:analytics.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:pricing, dust:dust:analytics.

nuwacom

Agent cross-checked Support: partial

Admin analytics are aggregated, with model/feature/agent breakdowns and CSV charts.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business/Enterprise workspace analytics; API analytics apply only to enabled API integration module; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• breakdowns: Chat/model/knowledge-search, agent users/messages/model, workflow completion/failure/cancel andAPI calls; group-level breakdown not established.
• privacy_modes: Overview says only aggregated/anonymized service statistics and no vendor employee-performance analysis. A customer toggle to restrict individual reporting is not specified.

• adoption_dashboard Is there an adoption dashboard? [supported]: Active users, messages, agents, workflows anddocuments with date/day/week/month grouping. Sources: nuwacom:nuwacom:analytics-20261026.
• breakdowns Can usage be broken down by group, model, feature and assistant? [partial]: Chat/model/knowledge-search, agent users/messages/model, workflow completion/failure/cancel andAPI calls; group-level breakdown not established. Sources: nuwacom:nuwacom:analytics-20261026.
• export Can usage data be exported? [supported]: Each chart exports aggregated CSV. Sources: nuwacom:nuwacom:analytics-20261026.
• privacy_modes Can per-person reporting be limited or pseudonymised? [partial]: Overview says only aggregated/anonymized service statistics and no vendor employee-performance analysis. A customer toggle to restrict individual reporting is not specified. Sources: nuwacom:nuwacom:overview-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:analytics-20261026, nuwacom:nuwacom:overview-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026.

Dust

Agent cross-checked Support: partial

Credit plans offer consumption visibility, member limits and plan-specific pooled budgets, with programmatic exceptions.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Group budgets are beta and exclude programmatic usage. No budget fixture test.

• cost_visibility Can admins see cost or consumption per user and group? [supported]: Analytics and Credits show consumed credits by member, group, model, tool and agent. Credits are not assumed to be invoice currency. Sources: dust:dust:analytics, dust:dust:credit-management.
• budgets Can budgets be set per user or group? [supported]: Members have shared-pool spend limits; beta group budgets require Enterprise Pooled. Programmatic monthly and API-key caps are separate. Sources: dust:dust:credit-management, dust:dust:api-keys.
• budget_enforcement Does reaching a budget alert, block or downgrade? [supported]: Pool limits/group budgets block further requests; an in-progress message can finish above its starting cap. API calls reject at per-key caps. Optional automatic seat upgrades may increase billed subscriptions. Sources: dust:dust:credit-management, dust:dust:api-keys.
• chargeback Can costs be exported per cost centre? [partial]: Consumption CSV includes groups and identifiers, but group attribution can duplicate usage and is not a guaranteed invoice-ready cost-center chargeback. Sources: dust:dust:analytics.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:analytics, dust:dust:credit-management, dust:dust:api-keys.

nuwacom

Agent cross-checked Support: partial

Seats and additional AI usage act as budgets; costs pause/fallback without automatic overage billing.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business/Enterprise Seats and Additional AI Usage; API/automation budget controls apply to enabled modules; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• cost_visibility: Admins see workspace/per-user consumption, assigned seat type andAdditional AI Usage. Monetary/cost-centre detail is not fully specified.
• budgets: Seat1x/2x/5x allowance and central Additional AI Usage assigned to individuals/use cases. Independent group monetary hard caps are not established.
• chargeback: Can costs be exported per cost centre? Unknown. No finance-ready cost-centre chargeback export was established; analytics CSV is not necessarily cost allocation. Search on 2026-10-26: https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/en/ai-usage.md, https://nuwacom.com/en/pricing. No additional scoped evidence established this answer.

• cost_visibility Can admins see cost or consumption per user and group? [partial]: Admins see workspace/per-user consumption, assigned seat type andAdditional AI Usage. Monetary/cost-centre detail is not fully specified. Sources: nuwacom:nuwacom:settings-20261026.
• budgets Can budgets be set per user or group? [partial]: Seat1x/2x/5x allowance and central Additional AI Usage assigned to individuals/use cases. Independent group monetary hard caps are not established. Sources: nuwacom:nuwacom:usage-20261026, nuwacom:nuwacom:pricing-20261026.
• budget_enforcement Does reaching a budget alert, block or downgrade? [supported]: High-use notifications; interactive Instant fallback; workflows/API/chatbots pause until approved extra budget or monthly reset. Sources: nuwacom:nuwacom:rules-20261026.
• chargeback Can costs be exported per cost centre? [unknown]: Can costs be exported per cost centre? Unknown. No finance-ready cost-centre chargeback export was established; analytics CSV is not necessarily cost allocation. Search on 2026-10-26: https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/en/ai-usage.md, https://nuwacom.com/en/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: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:usage-20261026, nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:rules-20261026, nuwacom:nuwacom:docs-full-recheck-20261026.

Dust

Agent cross-checked Support: partial

Enterprise has documented event logs and SIEM delivery; content logging and legal hold remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace, Dust APIs and MCP server; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Enterprise; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• admin_events Are admin and security events logged? [supported]: Enterprise Audit Logs record significant admin/security, user, API-key, system and tool events with timestamps, targets and actor metadata. Sources: dust:dust:audit.
• content_logging Can prompts and answers be retained for compliance, and is it configurable? [unknown]: Can prompts and answers be retained for compliance, and is it configurable? Audit, analytics and public legal entry points were checked. Prompt/response compliance capture, eDiscovery/legal hold and detailed log-integrity implementation/retention contract were not established.
• siem_export Can logs stream to a SIEM or be exported? [supported]: CSV export and continuous destinations include Datadog, Splunk, S3, GCS and custom HTTPS. Sources: dust:dust:audit.
• ediscovery Are eDiscovery and legal hold supported? [unknown]: Are eDiscovery and legal hold supported? Audit, analytics and public legal entry points were checked. Prompt/response compliance capture, eDiscovery/legal hold and detailed log-integrity implementation/retention contract were not established.
• log_retention How long are logs kept? [partial]: Enterprise marketing states 365-day audit retention; no underlying report/contract or configurable retention details were retrieved. Sources: dust:dust:enterprise.

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

nuwacom

Agent cross-checked Support: partial

Vendor documents audit/access logs and exportable interactions; compliance retention controls remain incomplete.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• admin_events: Security site promises timestamped, user-attributed interaction audit logs; overview calls audit logs tamper-resistant. Complete admin event taxonomy/integrity implementation was not verified.
• content_logging: User prompts/chats and interaction logs are stored; specific configurable full-content compliance archive/legal hold is not established.
• siem_export: Security site says audit data exportable for auditing/reporting; no SIEM stream protocol/API setup was established.
• ediscovery: Are eDiscovery and legal hold supported? Unknown. No eDiscovery or legal-hold interface was established.
• log_retention: Overview sets audit/access logs30–90 days then deletion; which plan/configuration chooses each duration is unspecified.

• admin_events Are admin and security events logged? [partial]: Security site promises timestamped, user-attributed interaction audit logs; overview calls audit logs tamper-resistant. Complete admin event taxonomy/integrity implementation was not verified. Sources: nuwacom:nuwacom:security-rev2, nuwacom:nuwacom:overview-rev2.
• content_logging Can prompts and answers be retained for compliance, and is it configurable? [partial]: User prompts/chats and interaction logs are stored; specific configurable full-content compliance archive/legal hold is not established. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:security-rev2.
• siem_export Can logs stream to a SIEM or be exported? [partial]: Security site says audit data exportable for auditing/reporting; no SIEM stream protocol/API setup was established. Sources: nuwacom:nuwacom:security-rev2.
• ediscovery Are eDiscovery and legal hold supported? [unknown]: Are eDiscovery and legal hold supported? Unknown. No eDiscovery or legal-hold interface was established.
• log_retention How long are logs kept? [partial]: Overview sets audit/access logs30–90 days then deletion; which plan/configuration chooses each duration is unspecified. Sources: nuwacom:nuwacom:overview-rev2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:security-rev2, nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:docs-full-recheck, nuwacom:nuwacom:pricing-rev2.

Dust

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.

nuwacom

Agent cross-checked Support: partial

Enterprise open-beta Privacy Mode reversibly masks personal data before external inference.

Availability: beta · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Enterprise Privacy Mode module, customer-success enablement required; open beta documented2026-09-21; add_ons=Enterprise Privacy Mode; commercial terms after introductory access unknown; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• The dated security overview explicitly says open beta. The undated pricing list is an entitlement listing, not a general-availability announcement. No GA finding is made.

• pii_detection Is personal data detected in prompts and files? [partial]: Names, email, phone, identifiers andfinancial/contact attributes in chat input anduploaded documents; IBAN is a settings example. Detection accuracy/AHV was not tested. Sources: nuwacom:nuwacom:pii-rev2, nuwacom:nuwacom:settings-rev2.
• pii_action Is it redacted, masked, blocked or only warned? [supported]: Neutral placeholders replace clear text, protected internal mapping restores responses. This is reversible pseudonymization; no block-on-hit behavior is documented. Sources: nuwacom:nuwacom:pii-rev2.
• custom_patterns Can admins add custom patterns or terms? [partial]: Documentation mentions configurable attributes but no self-service regex/custom dictionary syntax or exact administrator controls. Sources: nuwacom:nuwacom:pii-rev2.
• dlp_integration Does it integrate with an existing DLP product? [unknown]: Does it integrate with an existing DLP product? Unknown. No Microsoft Purview/third-party DLP integration or AHV/IBAN bounded fixture was established.
• filter_location Where does filtering run? [partial]: A locally operated detection model runs inside controlled nuwacom environment before external LLM transmission. Physical site per deployment is not specified. Sources: nuwacom:nuwacom:pii-rev2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:pii-rev2, nuwacom:nuwacom:settings-rev2, nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:docs-full-recheck, nuwacom:nuwacom:pricing-rev2.

Dust

Agent cross-checked Support: partial

Agents have persistent instructions and workspace governance; broad enforced content-policy administration is unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• org_instructions Can admins set organisation-wide instructions? [partial]: Admins/builders configure agent instructions; an enforced single organization-wide instruction applied to every agent/message was not established. Sources: dust:dust:builder, dust:dust:governance.
• usage_notice Can users be required to accept a usage policy? [unknown]: Can users be required to accept a usage policy? Agent, governance and security pages were checked. Mandatory usage-policy acknowledgement and administrator policy-violation reporting were not established.
• content_filters Are content filters configurable? [partial]: Image Generation documents NSFW/celebrity safety filtering. Custom organization-wide topic/content rules were not established. Sources: dust:dust:images.
• violation_reporting Are policy hits visible to admins? [unknown]: Are policy hits visible to admins? Agent, governance and security pages were checked. Mandatory usage-policy acknowledgement and administrator policy-violation reporting were not established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:builder, dust:dust:governance, dust:dust:images.

nuwacom

Agent cross-checked Support: partial

Workspace guidelines/Voices shape content, while stricter policy acceptance/enforcement is unspecified.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business/Enterprise model/feature controls; Enterprise-only Privacy Mode in open beta with customer-success enablement; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• org_instructions: Markdown workspace Guidelines apply to responses, with project/agent/style layers. Agent/system instructions and Tone of Voice can take precedence, so this is not a guaranteed immutable safety policy.
• usage_notice: Can users be required to accept a usage policy? Unknown. No required AI policy acceptance, runtime policy-violation reporting or general prompt-safety filter configuration was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/en/policy-hierarchy.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.
• content_filters: Business/Enterprise model and feature controls are documented. Privacy Mode requires Enterprise and customer-success enablement, and is described as open beta. Organization-wide configurable topical/content-safety filters remain unverified.
• violation_reporting: Are policy hits visible to admins? Unknown. No required AI policy acceptance, runtime policy-violation reporting or general prompt-safety filter configuration was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/en/policy-hierarchy.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.

• org_instructions Can admins set organisation-wide instructions? [partial]: Markdown workspace Guidelines apply to responses, with project/agent/style layers. Agent/system instructions and Tone of Voice can take precedence, so this is not a guaranteed immutable safety policy. Sources: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:policy-20261026.
• usage_notice Can users be required to accept a usage policy? [unknown]: Can users be required to accept a usage policy? Unknown. No required AI policy acceptance, runtime policy-violation reporting or general prompt-safety filter configuration was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/en/policy-hierarchy.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.
• content_filters Are content filters configurable? [partial]: Business/Enterprise model and feature controls are documented. Privacy Mode requires Enterprise and customer-success enablement, and is described as open beta. Organization-wide configurable topical/content-safety filters remain unverified. Sources: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:pii-20261026, nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:overview-20261026.
• violation_reporting Are policy hits visible to admins? [unknown]: Are policy hits visible to admins? Unknown. No required AI policy acceptance, runtime policy-violation reporting or general prompt-safety filter configuration was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/en/policy-hierarchy.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:settings-20261026, nuwacom:nuwacom:policy-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:pii-20261026, nuwacom:nuwacom:overview-20261026.

Dust

Agent cross-checked Support: partial

EU workspace and EU model controls are distinct from general hosting and global subprocessing.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• storage_region Where are chats, files and indexes stored? [partial]: Pricing/security advertise EU or US workspace hosting. Exact cloud provider, storage country and index location were not established. Sources: dust:dust:pricing, dust:dust:security.
• inference_region Where do model calls run, per provider? [supported]: EU credit-priced workspaces using Dust-hosted models can enable EU-hosted models only after all active agents comply. BYOK is outside this setting; not every model is eligible. Sources: dust:dust:eu-models.
• backups_logs_region Where are backups, logs and telemetry? [unknown]: Where are backups, logs and telemetry? Hosting, EU-model and privacy pages were checked. Backup/log/telemetry countries, customer-content support-access geography and Swiss hosting were not established.
• support_access_region From where can vendor staff access data? [partial]: The controller privacy policy permits non-EEA access/processing including the US; it does not establish customer-content support access by staff country. Sources: dust:dust:privacy.
• swiss_hosting Is Swiss hosting available? [unknown]: Is Swiss hosting available? Hosting, EU-model and privacy pages were checked. Backup/log/telemetry countries, customer-content support-access geography and Swiss hosting were not established.
• residency_plan Which plan or option provides residency? [supported]: Business and Enterprise list EU/US residency; EU-only model restrictions additionally require EU region and credit pricing with Dust model hosting. Sources: dust:dust:pricing, dust:dust:eu-models.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:pricing, dust:dust:security, dust:dust:eu-models, dust:dust:privacy.

nuwacom

Agent cross-checked Support: partial

Business stores platform content in Azure EU; Enterprise may select Germany STACKIT. Inference location depends on an explicitly configured model allowlist; detailed backup/log mapping remains unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Azure EU storage; Enterprise selectable STACKIT Germany; explicitly configured EU model routes only for EU-only inference; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• storage_region: Customer data at rest in Azure EU, or customer-selected STACKIT eu01 Germany under order form. Separate chat/file/index sites are not itemized.
• inference_region: Inference follows the enabled model route, not the platform storage region. The model table contains EU, US and Global routes. Administrators can centrally allow only EEA-hosted models and disable other regions. No unconfigured-default EU-only processing claim is made.
• backups_logs_region: Unknown detailed backup/log geography for a particular contract. Public documents agree on EU backups but differ between same-region zone redundancy and a physically separate Azure location. Exact region, site, telemetry and support mapping was not established.
• support_access_region: Technical support access only on customer instruction/request and logged, per overview. Staff access geography was not specified.
• swiss_hosting: Is Swiss hosting available? Unknown. No Swiss full-platform hosting option or staff/telemetry-residency matrix was established.
• residency_plan: Business platform storage is Azure Europe; Enterprise can order Germany STACKIT eu01. EU-only inference requires an explicit EEA model allowlist. The image default is unknown and global/US routes remain possible unless disabled.

• storage_region Where are chats, files and indexes stored? [partial]: Customer data at rest in Azure EU, or customer-selected STACKIT eu01 Germany under order form. Separate chat/file/index sites are not itemized. Sources: nuwacom:nuwacom:overview-rev2.
• inference_region Where do model calls run, per provider? [partial]: Inference follows the enabled model route, not the platform storage region. The model table contains EU, US and Global routes. Administrators can centrally allow only EEA-hosted models and disable other regions. No unconfigured-default EU-only processing claim is made. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:models-rev2, nuwacom:nuwacom:settings-rev2.
• backups_logs_region Where are backups, logs and telemetry? [unknown]: Unknown detailed backup/log geography for a particular contract. Public documents agree on EU backups but differ between same-region zone redundancy and a physically separate Azure location. Exact region, site, telemetry and support mapping was not established.
• support_access_region From where can vendor staff access data? [partial]: Technical support access only on customer instruction/request and logged, per overview. Staff access geography was not specified. Sources: nuwacom:nuwacom:overview-rev2.
• swiss_hosting Is Swiss hosting available? [unknown]: Is Swiss hosting available? Unknown. No Swiss full-platform hosting option or staff/telemetry-residency matrix was established.
• residency_plan Which plan or option provides residency? [partial]: Business platform storage is Azure Europe; Enterprise can order Germany STACKIT eu01. EU-only inference requires an explicit EEA model allowlist. The image default is unknown and global/US routes remain possible unless disabled. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:settings-rev2, nuwacom:nuwacom:models-rev2, nuwacom:nuwacom:plans-rev2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:models-rev2, nuwacom:nuwacom:measures-rev2, nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:docs-full-recheck, nuwacom:nuwacom:settings-rev2, nuwacom:nuwacom:plans-rev2.

Dust

Agent cross-checked Support: partial

Hosted Business and Enterprise single-tenant offers are public; supported customer-operated whole-platform modes are unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace, Dust Enterprise single-tenant deployment; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=not specified; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• multi_tenant_saas Is a shared SaaS offered? [partial]: Business is a self-serve hosted workspace; exact shared-infrastructure isolation architecture is not documented in the checked pages. Sources: dust:dust:pricing, dust:dust:privacy.
• dedicated_instance Is a dedicated single-tenant instance offered, from what size? [supported]: Enterprise pricing advertises single-tenant deployment. Numerical seat/spend minimum, supported countries and operating terms were not established. Sources: dust:dust:pricing.
• customer_cloud Can it run in the customer's own cloud account, from what size? [unknown]: Can it run in the customer's own cloud account, from what size? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.
• on_premise Can the whole platform run on customer infrastructure, from what size? [unknown]: Can the whole platform run on customer infrastructure, from what size? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.
• air_gapped Can it run without internet access? [unknown]: Can it run without internet access? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.
• mode_feature_gaps Which features are missing outside SaaS? [partial]: Business/Enterprise packaging differs in connectors, MCP, Spaces, APIs and governance. No customer-operated hosting feature-parity contract was established. Sources: dust:dust:pricing.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:pricing, dust:dust:privacy.

nuwacom

Agent cross-checked Support: partial

Deployment thresholds are1000 dedicated,2000 own cloud and4000 on-premise, distinct from 20-user Enterprise entry.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace, nuwacom Self-Managed Hosting; version=Public documentation checked 2026-10-21; plan=Business shared Azure EU; quoted Enterprise for STACKIT and custom deployment at1000/2000/4000-user thresholds; add_ons=Dedicated/own-cloud/on-premise quotation required; deployment_mode=not specified; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• multi_tenant_saas: Business shared SaaS runs in Azure EU. Enterprise can select Germany STACKIT. The generic all-plans shared-SaaS statement is not used to promise STACKIT on Business.
• customer_cloud: Bring Your Own Cloud in customer cloud environment from 2000 users. Public infrastructure/operator matrix not specified.
• on_premise: Whole-platform Kubernetes/on-own-infrastructure from 4000 users; Enterprise Self-Managed Hosting rents platform in customer environment.
• air_gapped: Can it run without internet access? Unknown. No air-gapped operational mode or detailed external dependency matrix was established. Search on 2026-10-26: https://nuwacom.com/en/secure-ai-for-business, https://nuwacom.com/en/enterprise-terms-of-service, https://docs.nuwacom.ai/en/sso-and-usersync.md. No additional scoped evidence established this answer.
• mode_feature_gaps: The SSO/UserSync configuration guide supports multi-tenant app.nuwacom.ai/app-de.nuwacom.ai only. Single-tenant SSO uses a custom arrangement. Enterprise Self-Managed customers operate and secure their deployment; the hosted Enterprise SLA excludes Self-Managed. Full mode parity is unverified.

• multi_tenant_saas Is a shared SaaS offered? [partial]: Business shared SaaS runs in Azure EU. Enterprise can select Germany STACKIT. The generic all-plans shared-SaaS statement is not used to promise STACKIT on Business. Sources: nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:security-rev2, nuwacom:nuwacom:plans-20261026.
• dedicated_instance Is a dedicated single-tenant instance offered, from what size? [supported]: Dedicated isolated single-tenant from 1000 users. Sources: nuwacom:nuwacom:security-rev2.
• customer_cloud Can it run in the customer's own cloud account, from what size? [partial]: Bring Your Own Cloud in customer cloud environment from 2000 users. Public infrastructure/operator matrix not specified. Sources: nuwacom:nuwacom:security-rev2.
• on_premise Can the whole platform run on customer infrastructure, from what size? [partial]: Whole-platform Kubernetes/on-own-infrastructure from 4000 users; Enterprise Self-Managed Hosting rents platform in customer environment. Sources: nuwacom:nuwacom:security-rev2, nuwacom:nuwacom:enterprise-20261026.
• air_gapped Can it run without internet access? [unknown]: Can it run without internet access? Unknown. No air-gapped operational mode or detailed external dependency matrix was established. Search on 2026-10-26: https://nuwacom.com/en/secure-ai-for-business, https://nuwacom.com/en/enterprise-terms-of-service, https://docs.nuwacom.ai/en/sso-and-usersync.md. No additional scoped evidence established this answer.
• mode_feature_gaps Which features are missing outside SaaS? [partial]: The SSO/UserSync configuration guide supports multi-tenant app.nuwacom.ai/app-de.nuwacom.ai only. Single-tenant SSO uses a custom arrangement. Enterprise Self-Managed customers operate and secure their deployment; the hosted Enterprise SLA excludes Self-Managed. Full mode parity is unverified. Sources: nuwacom:nuwacom:sso-20261026, nuwacom:nuwacom:enterprise-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:security-rev2, nuwacom:nuwacom:enterprise-20261026, nuwacom:nuwacom:sso-20261026, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:plans-20261026.

Dust

Agent cross-checked Support: partial

Dust publishes no-training and provider-retention claims; the customer DPA was not retrieved.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Controller privacy-policy scope is distinct from processor DPA coverage.

• vendor_training Does the vendor train on customer content? [partial]: The security page claims customer data is never used for model training. This remains vendor-claimed because no customer DPA/contract clause was retrieved. Sources: dust:dust:security.
• provider_training Do model providers train on it under this product's contracts? [partial]: The privacy policy names OpenAI, Anthropic, Mistral, Google and Fireworks as prohibited from training on customer/personal content; BYOK arrangements need separate confirmation. Sources: dust:dust:training-policy.
• provider_retention How long do model providers keep prompts, including for abuse monitoring? [partial]: The policy states providers do not log Customer Content for human review or save it to disk. Exception/abuse-retention periods were not established from customer contracts. Sources: dust:dust:training-policy.
• zero_retention Is zero data retention available, and on which plan? [partial]: Security and privacy pages assert provider zero retention, but applicable plan/model exceptions were not contract-verified. Sources: dust:dust:security, dust:dust:training-policy.
• human_review Can provider staff review content? [partial]: The published policy says listed providers do not log Customer Content for human review. This is a vendor assertion, not an independently reviewed model-provider contract. Sources: dust:dust:training-policy.

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

nuwacom

Agent cross-checked Support: partial

No vendor/provider general model training is promised; route-specific retention and abuse review are not fully published.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• vendor_training: Overview excludes using customer data to train general AI models or for own content analysis. Terms allow anonymized service-improvement data and a broad service-purpose data licence; do not confuse it with a general-model training right.
• provider_training: Overview and measures exclude provider model training under nuwacom processor contracts. Full individual provider contract texts were not verified.
• provider_retention: Overview excludes permanent model-provider storage but gives no per-provider temporary/abuse-monitoring duration or model exceptions.
• zero_retention: Is zero data retention available, and on which plan? Unknown. Zero-retention eligibility/duration and abuse-monitoring exceptions per model/provider are not established by no-training or no-permanent-storage statements.
• human_review: Unknown provider/model-specific human-review exceptions. A no-training statement and a broad no-provider-access statement do not establish an abuse/security review policy for every inference route.

• vendor_training Does the vendor train on customer content? [partial]: Overview excludes using customer data to train general AI models or for own content analysis. Terms allow anonymized service-improvement data and a broad service-purpose data licence; do not confuse it with a general-model training right. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:terms.
• provider_training Do model providers train on it under this product's contracts? [partial]: Overview and measures exclude provider model training under nuwacom processor contracts. Full individual provider contract texts were not verified. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:measures-rev2.
• provider_retention How long do model providers keep prompts, including for abuse monitoring? [partial]: Overview excludes permanent model-provider storage but gives no per-provider temporary/abuse-monitoring duration or model exceptions. Sources: nuwacom:nuwacom:overview-rev2.
• zero_retention Is zero data retention available, and on which plan? [unknown]: Is zero data retention available, and on which plan? Unknown. Zero-retention eligibility/duration and abuse-monitoring exceptions per model/provider are not established by no-training or no-permanent-storage statements.
• human_review Can provider staff review content? [unknown]: Unknown provider/model-specific human-review exceptions. A no-training statement and a broad no-provider-access statement do not establish an abuse/security review policy for every inference route.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:terms, nuwacom:nuwacom:measures-rev2, nuwacom:nuwacom:docs-full-recheck.

Dust

Agent cross-checked Support: partial

Some user deletion and memory retention behavior is documented; tenant-wide retention schedules remain open.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• default_retention What is retained and for how long by default? [partial]: Agent memories persist until manually deleted. This does not define default retention for all conversations, files, indexes or logs. Sources: dust:dust:memory.
• admin_retention Can admins set retention periods? [partial]: Enterprise pricing offers custom data retention; periods, deletion mechanics and exceptions were not retrieved. Sources: dust:dust:pricing.
• user_deletion Can users delete their chats and files permanently? [partial]: Users can delete conversations and agent memories. Backup erasure timing and all attached-file deletion behavior were not established. Sources: dust:dust:delete-chat, dust:dust:memory.
• contract_end_deletion What is deleted at contract end, and when? [unknown]: What is deleted at contract end, and when? Conversation/memory docs, Enterprise pricing and unreadable legal entry points were checked. Contract-end erasure timing and complete storage/index/log retention defaults remain unknown.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:memory, dust:dust:pricing, dust:dust:delete-chat.

nuwacom

Agent cross-checked Support: partial

Published DPA requires customer-data deletion30days after end and backup deletion within90days; persistent-chat/file defaults remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace, nuwacom completion, agents, skills and assets APIs; version=Public documentation checked 2026-10-21; plan=Business/Enterprise published DPA contractual deletion schedule; runtime defaults excluded; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• default_retention: Unknown applicable default for persistent chats/files. The September21 overview describes30-day rolling data,12-month snapshots and30-90-day backups without a contract/runtime mapping; these are not asserted as a coherent platform policy. Search on 2026-10-26: https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/admin/api/introduction.md, https://nuwacom.com/en/data-processing-agreement. No additional scoped evidence established this answer.
• admin_retention: Meeting transcript retention is customer-configured; a universal chat/file retention policy setting and range are not established.
• user_deletion: The data-security overview says deleted meeting transcripts are removed from active systems and backups within 30 days. The Assets DELETE endpoint documents file/embedding deletion, but its plan eligibility is unknown, so no Business/Enterprise Assets entitlement or universal chat deletion guarantee is asserted.

• default_retention What is retained and for how long by default? [unknown]: Unknown applicable default for persistent chats/files. The September21 overview describes30-day rolling data,12-month snapshots and30-90-day backups without a contract/runtime mapping; these are not asserted as a coherent platform policy. Search on 2026-10-26: https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/admin/api/introduction.md, https://nuwacom.com/en/data-processing-agreement. No additional scoped evidence established this answer.
• admin_retention Can admins set retention periods? [partial]: Meeting transcript retention is customer-configured; a universal chat/file retention policy setting and range are not established. Sources: nuwacom:nuwacom:overview-20261026.
• user_deletion Can users delete their chats and files permanently? [partial]: The data-security overview says deleted meeting transcripts are removed from active systems and backups within 30 days. The Assets DELETE endpoint documents file/embedding deletion, but its plan eligibility is unknown, so no Business/Enterprise Assets entitlement or universal chat deletion guarantee is asserted. Sources: nuwacom:nuwacom:overview-20261026.
• contract_end_deletion What is deleted at contract end, and when? [supported]: DPA section9 requires deletion of customer data/copies30days after the agreement ends and deletion of backup copies no later than90days. Legal proof-of-processing documentation may remain under applicable retention periods. This states the published contract obligation, not an independently tested deletion result. Sources: nuwacom:nuwacom:dpa-rev2.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:overview-20261026, nuwacom:nuwacom:api-20261026, nuwacom:nuwacom:dpa-rev2, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:asset-delete-20261026.

Dust

Agent cross-checked Support: partial

Dust identifies a French operating entity; customer subprocessor inventory and notice rules remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• subprocessor_list Is a dated sub-processor list published? [unknown]: Is a dated sub-processor list published? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.
• subprocessor_countries Which countries do sub-processors operate in? [unknown]: Which countries do sub-processors operate in? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.
• change_notification Are customers notified of sub-processor changes? [unknown]: Are customers notified of sub-processor changes? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.
• parent_jurisdiction Which jurisdiction governs the vendor and its parent? [partial]: The public policy identifies Permutation Labs at a Paris, France address. A separate parent company or controlling entity was not established. Sources: dust:dust:privacy.
• transfer_mechanism Which transfer mechanism applies to non-EU/CH processing? [partial]: For its controller processing, the privacy policy describes adequacy or EU SCC safeguards for non-EU transfers, including the US. Customer processor transfer terms were not retrieved. Sources: dust:dust:privacy.
• government_access_policy Is there a published government-access or transparency policy? [partial]: The controller policy allows legally required disclosure to authorities; a dedicated government-request transparency policy for customer content was not established. Sources: dust:dust:privacy.

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

nuwacom

Agent cross-checked Support: partial

Subprocessor register is linked through client-rendered Trust Center; contracts disclose transfer and change rules.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• subprocessor_list: DPA/overview point to current Trust Center register with location/service/transfer basis; the retrieved HTML provided no usable list, so its date/completeness was not verified.
• subprocessor_countries: Azure EU andSTACKIT Germany hosting are named; model/connector provider brands are known, but the legal subprocessor entities, countries and support subprocessors were not verified.
• parent_jurisdiction: Germany Enterprise customers contract nuwacom GmbH, Koblenz; all others nuwacom Sàrl, Luxembourg. Ultimate ownership/parent chain not established.
• government_access_policy: Is there a published government-access or transparency policy? Unknown. No separately verified government-access/transparency policy or complete current named processor register was obtained.
• change_notification: Section 10 specifies no minimum lead time; section 7.4 provides 15 days of prior notice for SCC Module 2 restricted transfers.

• subprocessor_list Is a dated sub-processor list published? [partial]: DPA/overview point to current Trust Center register with location/service/transfer basis; the retrieved HTML provided no usable list, so its date/completeness was not verified. Sources: nuwacom:nuwacom:dpa-rev2, nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:trust.
• subprocessor_countries Which countries do sub-processors operate in? [partial]: Azure EU andSTACKIT Germany hosting are named; model/connector provider brands are known, but the legal subprocessor entities, countries and support subprocessors were not verified. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:models-rev2.
• change_notification Are customers notified of sub-processor changes? [supported]: DPA section 10 provides general notice of subprocessor changes and 15 days after receipt to object on reasonable data-protection grounds, without a minimum lead time in that clause. For restricted transfers under SCC Module 2, DPA section 7.4 specifies 15 days of prior notice of subprocessor changes. Sources: nuwacom:nuwacom:dpa-rev2.
• parent_jurisdiction Which jurisdiction governs the vendor and its parent? [partial]: Germany Enterprise customers contract nuwacom GmbH, Koblenz; all others nuwacom Sàrl, Luxembourg. Ultimate ownership/parent chain not established. Sources: nuwacom:nuwacom:terms.
• transfer_mechanism Which transfer mechanism applies to non-EU/CH processing? [supported]: EEA processing default; permitted non-EEA needs controller instruction/safeguards, EU SCC Module 2 or adequacy/DPF. Swiss/UK modifications are described. Sources: nuwacom:nuwacom:dpa-rev2, nuwacom:nuwacom:overview-rev2.
• government_access_policy Is there a published government-access or transparency policy? [unknown]: Is there a published government-access or transparency policy? Unknown. No separately verified government-access/transparency policy or complete current named processor register was obtained.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:dpa-rev2, nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:trust, nuwacom:nuwacom:models-rev2, nuwacom:nuwacom:terms, nuwacom:nuwacom:docs-full-recheck.

Dust

Agent cross-checked Support: partial

Enterprise offers custom MSA/DPA terms, while the underlying legal materials were inaccessible.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• dpa Is a DPA available, and is it negotiable? [partial]: Enterprise pricing explicitly offers custom MSA/DPA terms. The form, sign-up incorporation and negotiability boundaries were not inspected. Sources: dust:dust:pricing.
• revdsg_gdpr Does the DPA cover revDSG and GDPR? [partial]: Marketing and privacy materials reference GDPR; explicit Swiss revDSG coverage in the customer DPA was not established. Sources: dust:dust:security, dust:dust:privacy.
• governing_law Which law and court govern the contract? [unknown]: Which law and court govern the contract? Official Terms & Policies redirects to a Notion page that returned no readable terms; trust.dust.com also exposed no report text. Governing law/court and EU AI Act technical/role materials were not established.
• ai_act_materials Is EU AI Act documentation provided? [unknown]: Is EU AI Act documentation provided? Official Terms & Policies redirects to a Notion page that returned no readable terms; trust.dust.com also exposed no report text. Governing law/court and EU AI Act technical/role materials were not established.
• sector_materials Are FINMA or other sector materials provided? [partial]: Security marketing says the service enables HIPAA compliance. A BAA, FINMA or banking-secrecy outsourcing pack was not retrieved. Sources: dust:dust:security.

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

nuwacom

Agent cross-checked Support: partial

Published DPA and terms provide GDPR/Swiss references and agreement priorities. The sensitive-data restriction cited here is meeting-specific; regulated-workload permissions require separate contract evidence.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• dpa: Public DPA forms part of terms, with written instructions and order-form priority; individualized negotiability not promised.
• revdsg_gdpr: GDPR, UK GDPR and Swiss data protection included, but DPA definition still cites Swiss Federal Act 1992 rather than expressly confirming revised DSG; current Swiss coverage needs review.
• governing_law: General/DPA Luxembourg law and Luxembourg City courts; Enterprise terms identify German entity customers with German law/court at company seat. Exact order/work order controls.
• ai_act_materials: Public AI Act article/webinars; terms prohibit high-risk AI use absent written agreement. No product conformity/technical compliance pack verified.
• sector_materials: Enterprise publicly offers DORA and §203 supplementary documentation. DPA Appendix1 restricts sensitive-data processing in the meeting-recording/transcription subsection; this is not treated as a universal platform prohibition. Specific regulated-workload permissions and any supplementary agreement remain unverified; no FINMA attestation established.

• dpa Is a DPA available, and is it negotiable? [partial]: Public DPA forms part of terms, with written instructions and order-form priority; individualized negotiability not promised. Sources: nuwacom:nuwacom:dpa-rev2, nuwacom:nuwacom:terms.
• revdsg_gdpr Does the DPA cover revDSG and GDPR? [partial]: GDPR, UK GDPR and Swiss data protection included, but DPA definition still cites Swiss Federal Act 1992 rather than expressly confirming revised DSG; current Swiss coverage needs review. Sources: nuwacom:nuwacom:dpa-rev2.
• governing_law Which law and court govern the contract? [partial]: General/DPA Luxembourg law and Luxembourg City courts; Enterprise terms identify German entity customers with German law/court at company seat. Exact order/work order controls. Sources: nuwacom:nuwacom:terms, nuwacom:nuwacom:dpa-rev2, nuwacom:nuwacom:enterprise.
• ai_act_materials Is EU AI Act documentation provided? [partial]: Public AI Act article/webinars; terms prohibit high-risk AI use absent written agreement. No product conformity/technical compliance pack verified. Sources: nuwacom:nuwacom:ai-act, nuwacom:nuwacom:webinars, nuwacom:nuwacom:terms.
• sector_materials Are FINMA or other sector materials provided? [partial]: Enterprise publicly offers DORA and §203 supplementary documentation. DPA Appendix1 restricts sensitive-data processing in the meeting-recording/transcription subsection; this is not treated as a universal platform prohibition. Specific regulated-workload permissions and any supplementary agreement remain unverified; no FINMA attestation established. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:dpa-rev2, nuwacom:nuwacom:secrecy-announcement, nuwacom:nuwacom:dpa-rev2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:dpa-rev2, nuwacom:nuwacom:terms, nuwacom:nuwacom:enterprise, nuwacom:nuwacom:ai-act, nuwacom:nuwacom:webinars, nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:docs-full-recheck, nuwacom:nuwacom:secrecy-announcement.

Dust

Agent cross-checked Support: partial

SOC 2 Type II is claimed publicly, without a verified report or certificate.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• iso_27001 ISO 27001 with scope and validity? [unknown]: ISO 27001 with scope and validity? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.
• soc2 SOC 2 type, period and covered service? [partial]: Dust security/pricing claim SOC 2 Type II. Auditor, reporting period and exact service scope were not verified. Sources: dust:dust:security, dust:dust:pricing.
• c5 BSI C5 attestation? [unknown]: BSI C5 attestation? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.
• other_certifications Which other certificates (27701, 42001, TISAX)? [unknown]: Which other certificates (27701, 42001, TISAX)? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.
• report_access How can customers obtain reports? [partial]: The security page directs customers to trust.dust.com; underlying reports were not accessible in this public source pass. Sources: dust:dust:security.
• pentest Are independent penetration test summaries available? [unknown]: Are independent penetration test summaries available? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.

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

nuwacom

Agent cross-checked Support: partial

ISO certification is vendor-claimed; certificate scope, expiry and other report coverage were not verified.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• iso_27001: Overview claims ISO/IEC 27001:2022, SOCOTEC,27 October 2025. Without accessible certificate scope/expiry this is not certificate-verified.
• soc2: Measures refer to SOC 2-certified data centres, not a verified nuwacom SOC 2 Type II report. Vendor-specific type/period/service unknown.
• c5: Security site says aligned with BSI C5 and displays badge; no dated nuwacom attestation/type/scope was obtained.
• other_certifications: Which other certificates (27701, 42001, TISAX)? Unknown. No ISO 27701/42001/TISAX certificate or verified product-specificSOC 2/C5 period/scope was established.
• report_access: Trust Center is the linked location for certification/TOM information, but the public HTML did not expose reports. NDA/access requirements not verified.
• pentest: Overview says annual pentests, security site says independent OWASP Top 10/LLM Top 10 testing; actual report/summary not obtained.
• soc2: No product attestation is inferred from general cloud-infrastructure compliance links.

• iso_27001 ISO 27001 with scope and validity? [partial]: Overview claims ISO/IEC 27001:2022, SOCOTEC,27 October 2025. Without accessible certificate scope/expiry this is not certificate-verified. Sources: nuwacom:nuwacom:overview-rev2.
• soc2 SOC 2 type, period and covered service? [unknown]: Unknown product-specific SOC2 TypeII status, report period and scope. The current public Measures page links general Azure/AWS compliance material but supplies no nuwacom SOC2 report; infrastructure references are not a product attestation.
• c5 BSI C5 attestation? [partial]: Security site says aligned with BSI C5 and displays badge; no dated nuwacom attestation/type/scope was obtained. Sources: nuwacom:nuwacom:security-rev2.
• other_certifications Which other certificates (27701, 42001, TISAX)? [unknown]: Which other certificates (27701, 42001, TISAX)? Unknown. No ISO 27701/42001/TISAX certificate or verified product-specificSOC 2/C5 period/scope was established.
• report_access How can customers obtain reports? [partial]: Trust Center is the linked location for certification/TOM information, but the public HTML did not expose reports. NDA/access requirements not verified. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:trust.
• pentest Are independent penetration test summaries available? [partial]: Overview says annual pentests, security site says independent OWASP Top 10/LLM Top 10 testing; actual report/summary not obtained. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:security-rev2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:measures-rev2, nuwacom:nuwacom:security-rev2, nuwacom:nuwacom:trust, nuwacom:nuwacom:docs-full-recheck.

Dust

Agent cross-checked Support: partial

Dust claims AES-256/TLS and advertises Enterprise single tenancy; customer key custody is unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• encryption_at_rest Is data encrypted at rest? [supported]: The security page states AES-256 at rest and TLS in transit; this is a vendor claim. Sources: dust:dust:security.
• customer_managed_keys Can the customer manage or hold the keys? [unknown]: Can the customer manage or hold the keys? Security, pricing and network/MCP docs were checked. Customer-managed/held data-encryption keys and key-location guarantees were not established. Provider API BYOK is not encryption-key custody.
• private_networking Is private connectivity or IP restriction available? [partial]: Custom MCP servers can restrict access and use documented static egress on verified domains. This is tool connectivity, not proof of private connectivity to the whole service. Sources: dust:dust:tools.
• tenant_isolation How are customers separated in shared SaaS? [partial]: Enterprise offers single tenancy; shared Business tenancy and lower-level isolation mechanics were not established. Sources: dust:dust:pricing.

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

nuwacom

Agent cross-checked Support: partial

Shared SaaS documents encryption and logical tenant separation; dedicated hardware is outside the shared-plan finding.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business/Enterprise multi-tenant SaaS encryption and logical isolation; dedicated hardware not claimed for shared plans; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• customer_managed_keys: Can the customer manage or hold the keys? Unknown. No customer-managed/held-key configuration or native private-network/IP-allowlist controls were established.
• private_networking: Is private connectivity or IP restriction available? Unknown. No customer-managed/held-key configuration or native private-network/IP-allowlist controls were established.
• tenant_isolation: The security overview describes a logically segregated tenant with row-level security, and the public security page confirms strict tenant separation. These are the scoped shared-SaaS controls. A separate dedicated deployment is advertised from1000users; no exclusive hardware promise is inferred for Business.

• encryption_at_rest Is data encrypted at rest? [supported]: AES256 at rest; TLS 1.2/1.3 in transit. Algorithms are documented claims, not independent cryptographic audit. Sources: nuwacom:nuwacom:overview-rev2.
• customer_managed_keys Can the customer manage or hold the keys? [unknown]: Can the customer manage or hold the keys? Unknown. No customer-managed/held-key configuration or native private-network/IP-allowlist controls were established.
• private_networking Is private connectivity or IP restriction available? [unknown]: Is private connectivity or IP restriction available? Unknown. No customer-managed/held-key configuration or native private-network/IP-allowlist controls were established.
• tenant_isolation How are customers separated in shared SaaS? [partial]: The security overview describes a logically segregated tenant with row-level security, and the public security page confirms strict tenant separation. These are the scoped shared-SaaS controls. A separate dedicated deployment is advertised from1000users; no exclusive hardware promise is inferred for Business. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:security-rev2, nuwacom:nuwacom:security-rev2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:measures-rev2, nuwacom:nuwacom:security-rev2, nuwacom:nuwacom:docs-full-recheck.

Dust

Agent cross-checked Support: partial

Public personnel/model handling statements exist; an explicit professional-secrecy contract and subprocessor flow-down remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Dust Business/Enterprise public policy; Enterprise and BYOK routes differ; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU/US storage and provider routes; no DE/CH-specific secrecy contract verified; os=not specified.

Limitations

• No-training, ZDR marketing/policy assertions, EU hosting and a general privacy policy do not establish a professional-secrecy undertaking.
• No legal suitability or compliance conclusion.

• secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: The public security and platform privacy pages do not establish a signed §203 StGB/Art321 StGB professional-secrecy undertaking covering Dust staff. The Terms/Policies link did not expose readable contractual text in this pass.
• subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [unknown]: The privacy policy describes service-provider data-protection agreements and model no-training/retention conditions, but no dedicated professional-secrecy undertaking or its binding subprocessor flow-down was retrieved.
• secrecy_offering Is it a dedicated offering or add-on, and on which plan? [unknown]: No publicly documented German/Swiss professional-secrecy-specific plan or paid add-on was established. Enterprise single-tenancy/EU model options are not treated as such a contractual undertaking.
• content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: The platform privacy policy limits personnel access to authorized staff and says customer context is processed by selected foundation-model providers; it asserts no provider disk retention/human-review logging. This vendor statement does not establish the complete customer-content plaintext access matrix, support countries, private contracts or every BYOK/MCP/tool route. Sources: dust:dust:privacy, dust:dust:training-policy, dust:dust:eu-models.
• secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: Reviewed public security, privacy, EU-hosted model documentation and Enterprise plan scope plus targeted first-party secrecy search. Trust Center content was not available and Terms/Policies routed to unreadable external content. No public §203/Art321 template or professional-body guidance was retrieved.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:privacy, dust:dust:training-policy, dust:dust:eu-models.

nuwacom

Agent cross-checked Support: partial

Enterprise advertises §203 supplementary secrecy documentation; the signed agreement and downstream flow-down clauses remain inaccessible in this pass.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked2026-10-21; plan=Quoted Enterprise from20users; separate §203 supplementary agreement, contract-dependent; add_ons=Enterprise professional-secrecy addendum; fee and executed terms unknown; deployment_mode=multi-tenant-saas; region=Germany/EU platform; model route and deployment exceptions apply; os=not specified.

Limitations

• secrecy_undertaking: June19 announcement and September21 security overview offer a separate §203 agreement for professional secrecy holders. Full template/signed staff obligations and SwissArt321 wording were not retrieved.
• subprocessor_coverage: Does the undertaking extend to its sub-processors, and is that documented? Unknown. subprocessor_coverage:Actual §203 addendum and downstream undertaking texts were not retrieved from client-rendered Trust Center. Staff clause details,SwissArt321 coverage and agreement-specific access restrictions remain unknown. Ordinary DPA confidentiality is not treated as proof of professional-secrecy flow-down.
• secrecy_offering: Current pricing places §203/confidentiality compliance in quoted Enterprise,starting20 users. Agreement is separately described; no standalone add-on fee is published.
• content_access: The security overview limits vendor support access to customer-requested, logged support. Optional Enterprise Privacy Mode is documented as open beta. These ordinary operating controls do not establish the separate secrecy agreement's plaintext restrictions or downstream model-provider obligations.
• secrecy_documentation: Public dated §203 announcement and overview link the agreement through TrustCenter. Actual agreement text,provider undertakings and Swiss professional-body guidance were not retrieved.

• secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [partial]: June19 announcement and September21 security overview offer a separate §203 agreement for professional secrecy holders. Full template/signed staff obligations and SwissArt321 wording were not retrieved. Sources: nuwacom:nuwacom:secrecy-announcement, nuwacom:nuwacom:overview-rev2.
• subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [unknown]: Does the undertaking extend to its sub-processors, and is that documented? Unknown. subprocessor_coverage:Actual §203 addendum and downstream undertaking texts were not retrieved from client-rendered Trust Center. Staff clause details,SwissArt321 coverage and agreement-specific access restrictions remain unknown. Ordinary DPA confidentiality is not treated as proof of professional-secrecy flow-down.
• secrecy_offering Is it a dedicated offering or add-on, and on which plan? [partial]: Current pricing places §203/confidentiality compliance in quoted Enterprise,starting20 users. Agreement is separately described; no standalone add-on fee is published. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:secrecy-announcement.
• content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: The security overview limits vendor support access to customer-requested, logged support. Optional Enterprise Privacy Mode is documented as open beta. These ordinary operating controls do not establish the separate secrecy agreement's plaintext restrictions or downstream model-provider obligations. Sources: nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:pii-rev2.
• secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [partial]: Public dated §203 announcement and overview link the agreement through TrustCenter. Actual agreement text,provider undertakings and Swiss professional-body guidance were not retrieved. Sources: nuwacom:nuwacom:secrecy-announcement, nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:trust.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:secrecy-announcement, nuwacom:nuwacom:overview-rev2, nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:pii-rev2, nuwacom:nuwacom:dpa-rev2, nuwacom:nuwacom:trust, nuwacom:nuwacom:docs-full-recheck.

Dust

Agent cross-checked Support: partial

Business seat prices are public; only the documented prepaid route is described here, while conflicting Business overage eligibility remains unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business Free/Pro/Max seat list pricing; Enterprise quoted pool and programmatic contracts are separate; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.
• Do not present Business PAYG as established; retain list seat prices separately from the unresolved overage route.

• pricing_unit What is the pricing unit? [partial]: Business publishes per-seat subscriptions and included credits. Detailed Credit management describes prepaid Business top-ups and Enterprise PAYG; pricing FAQ separately describes enabled Business workspace overage, so Business post-allocation billing eligibility is unverified. Sources: dust:dust:pricing, dust:dust:credit-management.
• list_prices What are list prices per plan, with date and currency? [supported]: As retrieved 2026-10-21, ex-VAT Business Free is EUR 0; Pro EUR 30/month or EUR 24/month annually; Max EUR 150/month or EUR 120/month annually. Enterprise is quote-only. Sources: dust:dust:pricing.
• included_usage What usage is included? [supported]: Free has 500 lifetime credits, Pro 8,000/month and Max 40,000/month. Monthly credits do not roll over; Workspace seats draw from a contracted pool. Sources: dust:dust:credits, dust:dust:seats.
• add_ons Which features cost extra? [partial]: Business limits include three connectors, five remote MCP servers and five Spaces. Enterprise adds unlimited connector/MCP packaging, SCIM, audit, retention and support. Individual add-on tariffs are not published. Sources: dust:dust:pricing.
• overage What do usage beyond limits and premium models cost? [unknown]: Effective Business post-allocation billing is unknown: current pricing FAQ allows Pro/Max workspace overage, while Credit management reserves PAYG for Enterprise and describes prepaid Business top-ups. The USD0.01/credit Business programmatic rate does not resolve whether interactive overage is PAYG or prepaid. No account/contract test resolved this.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:pricing, dust:dust:credit-management, dust:dust:credits, dust:dust:seats.

nuwacom

Agent cross-checked Support: partial

Annual Business list prices are EUR25/49/99 per seat, with relative usage and quoted Enterprise/extras.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• list_prices: As of 2026-10-21: Business Standard EUR25, Premium EUR49, Power EUR99 per user/month billed annually, excluding VAT under terms. Enterprise quote-only from 20 users. Monthly option advertises16% annual discount; exact monthly tariffs were not verified.
• included_usage: Standard1x, Premium2x, Power5x relative monthly AI usage; same features within a plan. Business modules are included; absolute usage allowance is unpublished.
• add_ons: Enterprise adds automated knowledge sync, Privacy Mode, custom integrations, onboarding and SLA. Additional AI Usage can be purchased separately in annual packages listed by Plans from EUR1500 through EUR48000 or individual arrangements; package allowance conversion and contractual entitlement remain unknown. Privacy Mode introductory access requires Enterprise customer-success enablement.
• overage: No automatic additional spend is incurred without approved purchases. Chat falls back to the configured Auto Mode Instant model when included use is exhausted; workflows/external chatbots/API pause at budget. Additional AI Usage package prices do not disclose per-token conversion, so a workload tariff is not verified.

• pricing_unit What is the pricing unit? [supported]: Per named user per month by Standard, Premium or Power seat type within Business or Enterprise; optional central AI budget. Sources: nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:plans-20261026.
• list_prices What are list prices per plan, with date and currency? [partial]: As of 2026-10-21: Business Standard EUR25, Premium EUR49, Power EUR99 per user/month billed annually, excluding VAT under terms. Enterprise quote-only from 20 users. Monthly option advertises16% annual discount; exact monthly tariffs were not verified. Sources: nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:terms.
• included_usage What usage is included? [partial]: Standard1x, Premium2x, Power5x relative monthly AI usage; same features within a plan. Business modules are included; absolute usage allowance is unpublished. Sources: nuwacom:nuwacom:usage-20261026, nuwacom:nuwacom:plans-20261026.
• add_ons Which features cost extra? [partial]: Enterprise adds automated knowledge sync, Privacy Mode, custom integrations, onboarding and SLA. Additional AI Usage can be purchased separately in annual packages listed by Plans from EUR1500 through EUR48000 or individual arrangements; package allowance conversion and contractual entitlement remain unknown. Privacy Mode introductory access requires Enterprise customer-success enablement. Sources: nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:plans-20261026, nuwacom:nuwacom:pii-20261026.
• overage What do usage beyond limits and premium models cost? [partial]: No automatic additional spend is incurred without approved purchases. Chat falls back to the configured Auto Mode Instant model when included use is exhausted; workflows/external chatbots/API pause at budget. Additional AI Usage package prices do not disclose per-token conversion, so a workload tariff is not verified. Sources: nuwacom:nuwacom:usage-20261026, nuwacom:nuwacom:plans-20261026, nuwacom:nuwacom:rules-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:plans-20261026, nuwacom:nuwacom:terms, nuwacom:nuwacom:usage-20261026, nuwacom:nuwacom:pii-20261026, nuwacom:nuwacom:rules-20261026, nuwacom:nuwacom:model-web, nuwacom:nuwacom:docs-full-recheck-20261026.

Dust

Agent cross-checked Support: partial

ALM-14 shared cost assumptions v1.4, 2026-10-21 apply; all three target seat counts require unpriced Enterprise terms.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• cost_200 Year-one cost at 200 users? [unknown]: Year-one cost at 200 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.
• cost_1000 Year-one cost at 1,000 users? [unknown]: Year-one cost at 1,000 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.
• cost_5000 Year-one cost at 5,000 users? [unknown]: Year-one cost at 5,000 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.
• variable_share Which part depends on usage? [supported]: Consumption adds token and action credits, including sub-agent work. Programmatic use and Enterprise PAYG draw from workspace pools separately from personal seat allocations. Sources: dust:dust:credits, dust:dust:credit-management.
• unknown_parts Which costs could not be priced? [supported]: Business is scoped to 100 people, so 200/1,000/5,000 seat Enterprise fees, committed pool and PAYG tariffs are unknown. The default Standard auto list is published, but a complete token-to-credit tariff is not, so no proxy replaces vendor-billed usage. Sources: dust:dust:pricing, dust:dust:models, dust:dust:credits.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:credits, dust:dust:credit-management, dust:dust:pricing, dust:dust:models, dust:dust:fx-ecb.

nuwacom

Agent cross-checked Support: partial

Shared v1.4 costs use Business Standard seat floors plus unknown workload/Enterprise components at each requested size.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=No automatic Premium/Power allocation; optional features and extra AI budget unpriced; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• cost_200: ALM-14 shared cost assumptions v1.4, 2026-10-21. Business Standard seat floor at 200 users: from EUR60000.00 / CHF55422.00 + unknown over12months,VAT excluded. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. All seats Standard; Premium/Power upgrades are not inferred from the common user mix because absolute allowances are unpublished. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. Base chat may fall back to Instant; model-preserving workload fit,extra AI budget and Enterprise/deployment features remain unknown.
• cost_1000: ALM-14 shared cost assumptions v1.4, 2026-10-21. Business Standard seat floor at 1000 users: from EUR300000.00 / CHF277110.00 + unknown over12months,VAT excluded. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. All seats Standard; Premium/Power upgrades are not inferred from the common user mix because absolute allowances are unpublished. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. Base chat may fall back to Instant; model-preserving workload fit,extra AI budget and Enterprise/deployment features remain unknown.
• cost_5000: ALM-14 shared cost assumptions v1.4, 2026-10-21. Business Standard seat floor at 5000 users: from EUR1500000.00 / CHF1385550.00 + unknown over12months,VAT excluded. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. All seats Standard; Premium/Power upgrades are not inferred from the common user mix because absolute allowances are unpublished. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. Base chat may fall back to Instant; model-preserving workload fit,extra AI budget and Enterprise/deployment features remain unknown.
• variable_share: Business Standard base is EUR25/user/month annual.1x/2x/5x seat allowances and extra company budget respond to workload,model/tool mix. Absolute allowance and extra-budget rate are not public; no vendor-usage proxy or arbitrary Premium/Power seat allocation is applied.

• cost_200 Year-one cost at 200 users? [partial]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Business Standard seat floor at 200 users: from EUR60000.00 / CHF55422.00 + unknown over12months,VAT excluded. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. All seats Standard; Premium/Power upgrades are not inferred from the common user mix because absolute allowances are unpublished. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. Base chat may fall back to Instant; model-preserving workload fit,extra AI budget and Enterprise/deployment features remain unknown. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:usage-rev2, nuwacom:nuwacom:rules-rev2, nuwacom:nuwacom:ecb-fx.
• cost_1000 Year-one cost at 1,000 users? [partial]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Business Standard seat floor at 1000 users: from EUR300000.00 / CHF277110.00 + unknown over12months,VAT excluded. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. All seats Standard; Premium/Power upgrades are not inferred from the common user mix because absolute allowances are unpublished. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. Base chat may fall back to Instant; model-preserving workload fit,extra AI budget and Enterprise/deployment features remain unknown. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:usage-rev2, nuwacom:nuwacom:rules-rev2, nuwacom:nuwacom:ecb-fx.
• cost_5000 Year-one cost at 5,000 users? [partial]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Business Standard seat floor at 5000 users: from EUR1500000.00 / CHF1385550.00 + unknown over12months,VAT excluded. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. All seats Standard; Premium/Power upgrades are not inferred from the common user mix because absolute allowances are unpublished. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. Base chat may fall back to Instant; model-preserving workload fit,extra AI budget and Enterprise/deployment features remain unknown. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:usage-rev2, nuwacom:nuwacom:rules-rev2, nuwacom:nuwacom:ecb-fx.
• variable_share Which part depends on usage? [partial]: Business Standard base is EUR25/user/month annual.1x/2x/5x seat allowances and extra company budget respond to workload,model/tool mix. Absolute allowance and extra-budget rate are not public; no vendor-usage proxy or arbitrary Premium/Power seat allocation is applied. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:usage-rev2.
• unknown_parts Which costs could not be priced? [supported]: Workload fit,purchased AI budget,needed seat upgrades,Enterprise terms,sync/PII/custom deployment,volume rates and services are unknown. The Business seat floor is not an Enterprise quote. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:usage-rev2, nuwacom:nuwacom:enterprise.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:usage-rev2, nuwacom:nuwacom:rules-rev2, nuwacom:nuwacom:ecb-fx, nuwacom:nuwacom:enterprise, nuwacom:nuwacom:docs-full-recheck.

Dust

Agent cross-checked Support: partial

A limited Business free option enables self-serve evaluation; Enterprise features remain contract-scoped.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• free_tier Is there a free tier for business use? [supported]: Business free supports up to five members with 500 lifetime credits per Free seat. Credits do not reset and a user cannot return to Free after upgrading. Sources: dust:dust:seats.
• self_serve_trial Is a self-serve business trial available? [partial]: The public site offers self-serve free workspace access, not a documented time-limited fully featured Enterprise trial. No card requirement was established. Sources: dust:dust:pricing, dust:dust:seats.
• trial_scope Do trials include SSO, connectors and admin features? [partial]: Business lists up to three connectors/five Spaces/five remote MCP servers and SSO at 5+ seats on demand. SCIM, audit and custom retention are Enterprise. Sources: dust:dust:pricing.
• sales_gate Does meaningful evaluation require sales contact? [supported]: Enterprise terms, pooled credits, advanced governance and support are sales-led; a small-team free evaluation is self-serve. Sources: dust:dust:pricing.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:seats, dust:dust:pricing.

nuwacom

Agent cross-checked Support: partial

Seven-day self-serve Business trial exists; Enterprise-only evaluation remains gated.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• free_tier: EUR0 trial is limited to seven days; permanent business free access was not established.
• trial_scope: The public7-day trial includes Business features. Enterprise automated sync, Privacy Mode, SSO/API integration and custom deployment are not established trial entitlements. The Notetaker FAQ still names a legacy Team plan; a binding current Business meeting quota was not established.
• sales_gate: Base Business signup/trial is self-serve; Enterprise/custom terms and Privacy Mode activation require an expert/CSM. No contact was made.

• free_tier Is there a free tier for business use? [partial]: EUR0 trial is limited to seven days; permanent business free access was not established. Sources: nuwacom:nuwacom:pricing-rev2.
• self_serve_trial Is a self-serve business trial available? [supported]: Seven days, no credit card, all Business features and basic AI usage. Sources: nuwacom:nuwacom:pricing-rev2.
• trial_scope Do trials include SSO, connectors and admin features? [partial]: The public7-day trial includes Business features. Enterprise automated sync, Privacy Mode, SSO/API integration and custom deployment are not established trial entitlements. The Notetaker FAQ still names a legacy Team plan; a binding current Business meeting quota was not established. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:notetaker-rev2.
• sales_gate Does meaningful evaluation require sales contact? [partial]: Base Business signup/trial is self-serve; Enterprise/custom terms and Privacy Mode activation require an expert/CSM. No contact was made. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:pii-rev2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:notetaker-rev2, nuwacom:nuwacom:pii-rev2, nuwacom:nuwacom:docs-full-recheck.

Dust

Agent cross-checked Support: partial

Business monthly and annual subscriptions are public; Enterprise seats are annual and prices contractual.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• minimum_commitment What seat or spend minimum applies? [partial]: The free option has up to five members and Business targets up to 100 people; Enterprise numerical seat/spend minimum was not established. Sources: dust:dust:pricing, dust:dust:seats.
• contract_length What contract lengths are offered? [supported]: Business offers monthly and annual seats together; Enterprise seats are annual only. Sources: dust:dust:seats.
• cancellation How can the contract be cancelled or reduced? [supported]: Monthly seats unassign immediately with a prorated credit; annual seats return to stock for reassignment and are not refunded when someone leaves. Sources: dust:dust:seats.
• local_invoicing Can it be invoiced in CHF or EUR from a European entity? [partial]: Prices are displayed in EUR and the privacy policy identifies a French entity; CHF invoicing and the actual invoicing entity/currency were not contract-verified. Sources: dust:dust:pricing, dust:dust:privacy.
• transparency_class Is pricing transparent, partial, quote-only or unknown? [supported]: Partially specified: Business seat prices/credit allowances are public, while Enterprise pricing, complete usage conversion and negotiated terms require a quote. Sources: dust:dust:pricing, dust:dust:credits.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:pricing, dust:dust:seats, dust:dust:privacy, dust:dust:credits.

nuwacom

Agent cross-checked Support: partial

Monthly/annual contracts renew automatically; Enterprise starts at 20 users and contracting entity depends on customer.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• minimum_commitment: Enterprise starts at 20 users; Business minimum seat/spend was not verified.1000/2000/4000-user thresholds refer to deployment.
• cancellation: Monthly: at least 7 days before period end. Annual: at least 3 months before term end. Seat-reduction timing was not fully specified.
• local_invoicing: EUR public prices and electronic invoices due within 14 days. German Enterprise customers contract the GmbH, others the Luxembourg Sàrl. CHF invoicing was not established.
• transparency_class: Partial: seat prices and limit behavior are public; absolute included allowances, extra AI budget and Enterprise/deployment rates are not.

• minimum_commitment What seat or spend minimum applies? [partial]: Enterprise starts at 20 users; Business minimum seat/spend was not verified.1000/2000/4000-user thresholds refer to deployment. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:security-rev2.
• contract_length What contract lengths are offered? [supported]: Monthly or annual, renewing for the same period;16% annual discount advertised. Sources: nuwacom:nuwacom:terms, nuwacom:nuwacom:pricing-rev2.
• cancellation How can the contract be cancelled or reduced? [partial]: Monthly: at least 7 days before period end. Annual: at least 3 months before term end. Seat-reduction timing was not fully specified. Sources: nuwacom:nuwacom:terms.
• local_invoicing Can it be invoiced in CHF or EUR from a European entity? [partial]: EUR public prices and electronic invoices due within 14 days. German Enterprise customers contract the GmbH, others the Luxembourg Sàrl. CHF invoicing was not established. Sources: nuwacom:nuwacom:terms.
• transparency_class Is pricing transparent, partial, quote-only or unknown? [partial]: Partial: seat prices and limit behavior are public; absolute included allowances, extra AI budget and Enterprise/deployment rates are not. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:usage-rev2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:pricing-rev2, nuwacom:nuwacom:security-rev2, nuwacom:nuwacom:terms, nuwacom:nuwacom:usage-rev2, nuwacom:nuwacom:docs-full-recheck.

Dust

Agent cross-checked Support: partial

The pinned public repository has an MIT root licence; hosted licensing and complete component coverage are separate.

Availability: generally-available · Delivery: native
Scope: surfaces=Public dust-tt/dust repository root licence; version=dust-tt/dust commit2b1a4973af824f8ff970d585c5eb1f40ae76186c; root LICENSE only; plan=Public source component, not Business/Enterprise hosted-service rights; add_ons=none stated; deployment_mode=not specified; region=Repository licence has no deployment-region entitlement; os=not specified.

Limitations

• MIT applies to the pinned repository root grant only; dependencies, supported self-host deployment, hosted terms and any closed Enterprise boundary remain unverified.

• licence_type Which licence applies to each component? [partial]: dust-tt/dust root LICENSE is MIT at commit 2b1a4973af824f8ff970d585c5eb1f40ae76186c. This does not classify every dependency or the contracted hosted service. Sources: dust:dust:licence.
• branding_restrictions Do licence terms restrict branding or user counts? [supported]: The MIT root grant requires preserving copyright and permission notices and does not itself impose branding or user-count caps. Sources: dust:dust:licence.
• enterprise_features_closed Are enterprise features in a separate closed edition? [unknown]: Are enterprise features in a separate closed edition? The pinned root LICENSE and README were retrieved; a complete nested-component licence inventory and separate closed Enterprise edition boundary were not established. Hosted terms were inaccessible.

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

nuwacom

Agent cross-checked Support: partial

Platform is proprietary SaaS or rented self-managed software.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business SaaS unless Enterprise, custom deployment or beta is explicitly named; documentation pages do not generally specify plan entitlement; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• licence_type: Terms reserve platform/software/documentation IP, prohibit reverse engineering and disclaim source-code delivery. Self-Managed Hosting supplies confidential deployment files under commercial rights; no component source-licence matrix is published.
• enterprise_features_closed: Business and Enterprise are commercial plans; self-managed platform rights are rented. A separate open-core edition was not established.

• licence_type Which licence applies to each component? [partial]: Terms reserve platform/software/documentation IP, prohibit reverse engineering and disclaim source-code delivery. Self-Managed Hosting supplies confidential deployment files under commercial rights; no component source-licence matrix is published. Sources: nuwacom:nuwacom:terms, nuwacom:nuwacom:enterprise.
• branding_restrictions Do licence terms restrict branding or user counts? [supported]: Customers cannot remove proprietary notices/brands or resell/sublicense without permission; named authorized-user subscriptions apply. Sources: nuwacom:nuwacom:terms.
• enterprise_features_closed Are enterprise features in a separate closed edition? [partial]: Business and Enterprise are commercial plans; self-managed platform rights are rented. A separate open-core edition was not established. Sources: nuwacom:nuwacom:plans, nuwacom:nuwacom:enterprise.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:terms, nuwacom:nuwacom:enterprise, nuwacom:nuwacom:plans.

Dust

Agent cross-checked Support: partial

Business Conversation API and Enterprise Data Source API provide scoped data retrieval; agent export entitlement and complete tenant exit remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust APIs and MCP server, Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business Conversation API and web analytics; Enterprise adds Data Source API. Agent-YAML endpoint entitlement is unverified.; add_ons=API keys with appropriate workspace/resource permissions; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Conversation and document retrieval require the corresponding plan and resource permissions. Complete organization coverage, agent-export entitlement and the post-termination retrieval window remain unknown.

• chat_export Can admins export all chats? [partial]: Business pricing includes Conversation API; authorized API users retrieve accessible conversation messages with pagination. This does not establish one-click all-tenant admin export. Sources: dust:dust:get-conversation, dust:dust:pricing.
• assistant_export Can assistants and prompts be exported in a reusable format? [unknown]: The agent-YAML endpoint and public pricing were checked on 2026-10-21. Neither establishes its Business or Enterprise entitlement. Reusable assistant/prompt export for a named plan remains unknown.
• knowledge_export Can knowledge bases and their sources be exported? [partial]: Enterprise pricing adds Data Source API; the documented endpoint retrieves accessible data-source documents as JSON. Complete source/credential/permission portability and an all-tenant export are unverified. Sources: dust:dust:get-document, dust:dust:pricing.
• export_format Are formats documented and machine-readable? [partial]: Business Conversation API and Enterprise Data Source API return JSON for accessible resources. Web analytics separately exports CSV. These formats do not establish complete tenant export; no plan-scoped agent-YAML export is claimed. Sources: dust:dust:get-conversation, dust:dust:get-document, dust:dust:analytics, dust:dust:pricing.
• post_termination_window How long can data be retrieved after termination? [unknown]: How long can data be retrieved after termination? No trial admin exit/export was run; complete tenant coverage and the post-termination retrieval window were not established from the accessible API docs or unreadable contract route.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:get-conversation, dust:dust:pricing, dust:dust:get-document, dust:dust:analytics.

nuwacom

Agent cross-checked Support: partial

Native workflow and Skill exports and original uploaded-file downloads are documented; complete administrator workspace export remains unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace, nuwacom completion, agents, skills and assets APIs; version=Public documentation checked 2026-10-21; plan=Business/Enterprise native exports; Agents/Skills APIs announced for all workspaces; Assets API eligibility unverified; add_ons=API enablement, key and space permissions for programmatic exports; eligible tier and fee unknown; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• chat_export: Can admins export all chats? Unknown. No administrator export-all-chats endpoint or independent exit fixture was established. Search on 2026-10-26: https://docs.nuwacom.ai/admin/api/agents-overview.md, https://docs.nuwacom.ai/en/product/workflows.md, https://docs.nuwacom.ai/en/product/knowledge.md. No additional scoped evidence established this answer.
• assistant_export: Workflow JSON can be exported/imported and Skills exported as .md, .zip or .skill. The September 16 announcement makes Agents/Skills APIs available in all workspaces. A complete portable assistant package including credentials and knowledge was not verified.
• knowledge_export: Knowledge permits selecting and downloading uploaded files. Synchronized sources retain extracted content rather than original files. No complete index/ACL export bundle or eligible-tier Assets API export entitlement was established.
• export_format: Native workflow JSON, Skill .md/.zip/.skill, DOCX/PDF/PPTX/XLSX/CSV outputs and aggregated analytics CSV are documented. These do not establish one complete administrator workspace archive.

• chat_export Can admins export all chats? [unknown]: Can admins export all chats? Unknown. No administrator export-all-chats endpoint or independent exit fixture was established. Search on 2026-10-26: https://docs.nuwacom.ai/admin/api/agents-overview.md, https://docs.nuwacom.ai/en/product/workflows.md, https://docs.nuwacom.ai/en/product/knowledge.md. No additional scoped evidence established this answer.
• assistant_export Can assistants and prompts be exported in a reusable format? [partial]: Workflow JSON can be exported/imported and Skills exported as .md, .zip or .skill. The September 16 announcement makes Agents/Skills APIs available in all workspaces. A complete portable assistant package including credentials and knowledge was not verified. Sources: nuwacom:nuwacom:workflows-20261026, nuwacom:nuwacom:changes-20261026, nuwacom:nuwacom:agent-api-20261026.
• knowledge_export Can knowledge bases and their sources be exported? [partial]: Knowledge permits selecting and downloading uploaded files. Synchronized sources retain extracted content rather than original files. No complete index/ACL export bundle or eligible-tier Assets API export entitlement was established. Sources: nuwacom:nuwacom:knowledge-20261026.
• export_format Are formats documented and machine-readable? [partial]: Native workflow JSON, Skill .md/.zip/.skill, DOCX/PDF/PPTX/XLSX/CSV outputs and aggregated analytics CSV are documented. These do not establish one complete administrator workspace archive. Sources: nuwacom:nuwacom:workflows-20261026, nuwacom:nuwacom:changes-20261026, nuwacom:nuwacom:documents-20261026, nuwacom:nuwacom:slides-20261026, nuwacom:nuwacom:analysis-20261026, nuwacom:nuwacom:analytics-20261026.
• post_termination_window How long can data be retrieved after termination? [supported]: DPA requires export/backup before contract end and gives no access afterward; its30-day deletion period is not an export window. Trial data may be deleted at end. Sources: nuwacom:nuwacom:dpa-rev2, nuwacom:nuwacom:terms.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:agent-api-20261026, nuwacom:nuwacom:workflows-20261026, nuwacom:nuwacom:knowledge-20261026, nuwacom:nuwacom:api-20261026, nuwacom:nuwacom:documents-20261026, nuwacom:nuwacom:slides-20261026, nuwacom:nuwacom:analysis-20261026, nuwacom:nuwacom:analytics-20261026, nuwacom:nuwacom:dpa-rev2, nuwacom:nuwacom:terms, nuwacom:nuwacom:docs-full-recheck-20261026, nuwacom:nuwacom:changes-20261026.

Dust

Agent cross-checked Support: partial

Business email support and Enterprise priority/SLA service are advertised; credit terms and local-language support remain open.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Business credit-priced plan; Enterprise or legacy differences are named per answer; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• support_channels Which support channels are available on each plan? [supported]: Pricing lists Business email and Enterprise priority support with dedicated CSM; public support/community resources are available. Sources: dust:dust:pricing, dust:dust:support.
• support_languages Is support available in German, French or Italian? [unknown]: Is support available in German, French or Italian? Support/pricing/Enterprise pages and the official status URL were checked. German/French/Italian staffed support and detailed credited SLA terms were not established.
• regional_presence Is there a DACH or Swiss entity, team or partner? [partial]: The public policy identifies a Paris, France entity. A DACH/Swiss support team or named regional partner was not established. Sources: dust:dust:privacy.
• uptime_sla Is there an uptime SLA with credits? [partial]: Enterprise marketing claims 99.9% uptime and pricing includes an SLA; service-credit amounts, exclusions and claim rules were not retrieved. Sources: dust:dust:enterprise, dust:dust:pricing.
• status_page Is there a public status page with history? [partial]: Model-selection docs link https://dust.statuspage.io for incidents. Direct retrieval timed out, so incident history was not verified. Sources: dust:dust:models.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:pricing, dust:dust:support, dust:dust:privacy, dust:dust:enterprise, dust:dust:models.

nuwacom

Agent cross-checked Support: partial

Enterprise 99.9% SLA has defined service-day credits; public status history is available.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business general support; hosted Enterprise support/SLA under Enterprise terms; Self-Managed excluded; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• support_languages: Is support available in German, French or Italian? Unknown. Contracted DE/FR/IT support delivery languages were not specified.

• support_channels Which support channels are available on each plan? [supported]: General email support on business days. Enterprise email/service desk M–F09–18 CET/CEST excluding Luxembourg/German holidays; critical2 h, high8 h, low16 h first response in business hours. Sources: nuwacom:nuwacom:terms, nuwacom:nuwacom:enterprise.
• support_languages Is support available in German, French or Italian? [unknown]: Is support available in German, French or Italian? Unknown. Contracted DE/FR/IT support delivery languages were not specified.
• regional_presence Is there a DACH or Swiss entity, team or partner? [supported]: nuwacom GmbH in Koblenz, Germany and nuwacom Sàrl in Luxembourg. A Swiss entity was not established. Sources: nuwacom:nuwacom:terms, nuwacom:nuwacom:imprint.
• uptime_sla Is there an uptime SLA with credits? [supported]: Hosted Enterprise terms set99.9% monthly uptime, with3service-day credits below99.9%,7below99%,15below95%, capped15days/month. Maintenance and third-party AI are excluded; Self-Managed has no hosted SLA. The generic Measures99.99% statement is excluded from this contractual SLA finding. Sources: nuwacom:nuwacom:enterprise.
• status_page Is there a public status page with history? [supported]: Public history separates standard/Germany applications, login, AI, API, integrations, files and workflows. October 15 incident records slow Germany responses. Sources: nuwacom:nuwacom:status.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: nuwacom:nuwacom:terms, nuwacom:nuwacom:enterprise, nuwacom:nuwacom:imprint, nuwacom:nuwacom:measures-rev2, nuwacom:nuwacom:status, nuwacom:nuwacom:docs-full-recheck.

Dust

Agent cross-checked Support: partial

Dust has rollout and training material, with hands-on support packaged for Enterprise.

Availability: generally-available · Delivery: native
Scope: surfaces=Dust web workspace, Dust EU web workspace; version=Public source pass 2026-10-21; no logged-in deployment observed; plan=Public learning material (no paid entitlement required to read); contracted CSM/onboarding is Enterprise; add_ons=none stated; deployment_mode=multi-tenant-saas; region=US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately; os=not specified.

Limitations

• Documented findings only; unestablished atomic questions remain explicit gaps.

• onboarding_service Is guided onboarding included? [supported]: Enterprise pricing includes dedicated CSM and onboarding; exact hours and scope are contractual. Sources: dust:dust:pricing.
• user_training Is end-user training offered, in which languages? [partial]: Public team onboarding and education resources are available. Course/live-session language coverage was not established. Sources: dust:dust:training, dust:dust:rollout.
• use_case_library Are role-based use cases and templates provided? [supported]: The public Use Cases and Guides index lists departmental guides for Sales, Support, Marketing, Engineering, Data Analytics, Knowledge, People, Product and Collaboration; the Sales guide supplies concrete agent examples and build links. This establishes public role-based guidance, not a separately verified in-product template entitlement. Sources: dust:dust:r2-department-guides, dust:dust:r2-sales-guide.
• adoption_programme Is there a champion or adoption programme? [partial]: The rollout guide covers launch, builder community, education and expansion; a contracted champion programme entitlement was not established. Sources: dust:dust:rollout.
• service_cost Which services cost extra? [partial]: Hands-on CSM/onboarding is Enterprise packaging; a numerical professional-services tariff was not established. Sources: dust:dust:pricing.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: dust:dust:pricing, dust:dust:training, dust:dust:rollout, dust:dust:r2-department-guides, dust:dust:r2-sales-guide.

nuwacom

Agent cross-checked Support: partial

Enterprise includes success/onboarding; public training and champion guidance are available.

Availability: generally-available · Delivery: native
Scope: surfaces=nuwacom hosted workspace; version=Public documentation checked 2026-10-21; plan=Business self-service guidance; Enterprise onboarding/consultancy only under its contract; add_ons=Enterprise consultancy or development services by work order; deployment_mode=multi-tenant-saas; region=Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes; os=not specified.

Limitations

• user_training: German webinar recordings cover Skills, MCP, Apps, AI Act and knowledge. Included live-training volume and languages were not defined.
• adoption_programme: Rollout guides recommend an AI owner, department champions, train-the-trainer, pilots, community events and success measurement. Delivery as an included managed programme was not established.
• service_cost: Enterprise consulting/technical services are separately ordered under Enterprise terms; public rates were not verified.

• onboarding_service Is guided onboarding included? [supported]: Enterprise advertises a dedicated success team and custom onboarding; Business is self-serve. Sources: nuwacom:nuwacom:pricing-20261026.
• user_training Is end-user training offered, in which languages? [partial]: German webinar recordings cover Skills, MCP, Apps, AI Act and knowledge. Included live-training volume and languages were not defined. Sources: nuwacom:nuwacom:webinars.
• use_case_library Are role-based use cases and templates provided? [supported]: Standard/custom shared prompts, categorized agents and workflow task examples; rollout guides recommend seeding role-based examples. Sources: nuwacom:nuwacom:prompts-20261026, nuwacom:nuwacom:agents-20261026, nuwacom:nuwacom:playbook-20261026.
• adoption_programme Is there a champion or adoption programme? [partial]: Rollout guides recommend an AI owner, department champions, train-the-trainer, pilots, community events and success measurement. Delivery as an included managed programme was not established. Sources: nuwacom:nuwacom:rollout-20261026, nuwacom:nuwacom:playbook-20261026.
• service_cost Which services cost extra? [partial]: Enterprise consulting/technical services are separately ordered under Enterprise terms; public rates were not verified. Sources: nuwacom:nuwacom:enterprise-20261026.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: nuwacom:nuwacom:pricing-20261026, nuwacom:nuwacom:webinars, nuwacom:nuwacom:prompts-20261026, nuwacom:nuwacom:agents-20261026, nuwacom:nuwacom:playbook-20261026, nuwacom:nuwacom:rollout-20261026, nuwacom:nuwacom:enterprise-20261026, nuwacom:nuwacom:docs-full-recheck-20261026.