Agent-readable comparison

AnythingLLM vs Microsoft Copilot

Name: AnythingLLM vs Microsoft Copilot: agent-readable comparison
Creator: onAI

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

This comparison has 44 criteria with sourced findings for both products, including 44 that a second agent cross-checked for both. 51 criteria have a sourced finding for at least one product. "Sourced" findings passed publication validation: they are scoped, fresh and cite public resolved sources. "Agent cross-checked" findings also received a separate agent source pass, not necessarily a hands-on test. "Stated by onAI" marks the publisher's own statements about its product (evidence type vendor-statement), which cite no third-party source. Humans approve the rubric, templates and generator; they do not review every finding. No winner is declared. A missing sourced finding is not evidence that a capability is absent.

AnythingLLM source checks: 2026-10-21 to 2026-10-26. Website: https://anythingllm.com
Microsoft Copilot source checks: 2026-10-21 to 2026-10-26. Website: https://www.microsoft.com/en-us/microsoft-365-copilot
Generated 2026-10-27; next source check due 2026-12-20.

Same facts as Markdown and JSON. Methodology.

Models

MOD-01 Model catalogue and providers

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

AnythingLLM

Agent cross-checked Support: partial

The customer selects provider/model combinations at system, workspace and Agent level; optional routing can choose per message.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

providers: Documented integrations include OpenAI, Azure, Anthropic, Google, Bedrock, Mistral, Cohere, OpenRouter, LiteLLM and local servers. Actual selectable models require configured accounts/endpoints; no endpoint was exercised.
current_models: Which current models are selectable on this plan? A complete current selectable-model catalog was not captured from configured provider accounts.
auto_routing: Model Router supports ordered rules and a fallback model, including LLM-classified rules. A complete chosen-model display/test was not established.
multimodal_input: System/workspace routes can accept image input with compatible models; exact audio/file and per-model behavior was not tested.

providers Which model providers are available? [partial]: Documented integrations include OpenAI, Azure, Anthropic, Google, Bedrock, Mistral, Cohere, OpenRouter, LiteLLM and local servers. Actual selectable models require configured accounts/endpoints; no endpoint was exercised. Sources: anythingllm:anythingllm:models, anythingllm:anythingllm:llmconfig.
current_models Which current models are selectable on this plan? [unknown]: current_models: Which current models are selectable on this plan? A complete current selectable-model catalog was not captured from configured provider accounts.
user_choice Can users pick the model per chat? [supported]: System/workspace/Agent selections are configurable; the current built-in provider also has a chat model picker. Sources: anythingllm:anythingllm:llmconfig, anythingllm:anythingllm:built-in.
auto_routing Does the product route between models automatically, and is the chosen model shown? [partial]: Model Router supports ordered rules and a fallback model, including LLM-classified rules. A complete chosen-model display/test was not established. Sources: anythingllm:anythingllm:router.
multimodal_input Which models accept images, audio or files? [partial]: System/workspace routes can accept image input with compatible models; exact audio/file and per-model behavior was not tested. Sources: anythingllm:anythingllm:models, anythingllm:anythingllm:constants-pin.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:models, anythingllm:anythingllm:llmconfig, anythingllm:anythingllm:built-in, anythingllm:anythingllm:router, anythingllm:anythingllm:constants-pin.

Microsoft Copilot

Agent cross-checked Support: partial

Commercial PowerPoint editing offers Auto, ChatGPT and Claude; this is not a catalogue for every Copilot chat or agent.

Availability: generally-available · Delivery: native
Scope: surfaces=Copilot in Microsoft 365 apps and Teams; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Commercial Microsoft Copilot subscription: PowerPoint editing mode only; add_ons=Eligible Microsoft 365/PowerPoint subscription, Commercial Microsoft Copilot subscription, Anthropic subprocessor enabled by the enterprise administrator for Claude; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

Scope is commercial PowerPoint editing, with regional/subscription availability limits; no tenant picker or multimodal fixture was observed.
Cowork and Studio roadmap launches are separate experiences and are excluded from this current-model finding.

providers Which model providers are available? [supported]: PowerPoint editing names OpenAI ChatGPT and Anthropic Claude; the enterprise administrator must enable Anthropic before Claude appears. Sources: microsoft-copilot:ms-ppt-model-r2.
current_models Which current models are selectable on this plan? [partial]: This PowerPoint selector names ChatGPT and Claude, without versioned build IDs. GPT-6 Astra/Fable roadmap entries for Cowork/Studio do not establish PowerPoint or standalone Chat availability. Sources: microsoft-copilot:ms-ppt-model-r2.
user_choice Can users pick the model per chat? [supported]: In PowerPoint editing mode, the user chooses Auto, ChatGPT or Claude; the choice resets to Auto after the session. Sources: microsoft-copilot:ms-ppt-model-r2.
auto_routing Does the product route between models automatically, and is the chosen model shown? [partial]: PowerPoint Auto chooses a model; exact routed version and routing rationale are not established by this guide. Sources: microsoft-copilot:ms-ppt-model-r2.
multimodal_input Which models accept images, audio or files? [unknown]: Per-model image/audio/file modalities and a separate plan-specific standalone Chat picker remain unverified after reviewing PowerPoint selection and commercial model documentation.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-ppt-model-r2.

MOD-02 Model freshness

Judgment rule: Measure the days from a provider's general release to availability in the product for the last three major releases from OpenAI, Anthropic and Google (and Mistral where offered). Use dated changelogs or observation. Record deprecation notice for retired models.

AnythingLLM

Agent cross-checked Support: partial

Dated releases and version-specific changelogs are public, but the three-release lag benchmark was not measured.

Limitations

release_lag_days: What was the lag for each of the last three major releases, per provider? No paired last-three-major-release availability dates or guaranteed model-deprecation notice window was established. The built-in Desktop engine migration removes old downloaded models when accepted.
deprecation_notice: How much notice is given before a model is removed? No paired last-three-major-release availability dates or guaranteed model-deprecation notice window was established. The built-in Desktop engine migration removes old downloaded models when accepted.
version_pinning: Operators choose remote model IDs or download local GGUF models. Provider retention of old remote snapshots is outside the application’s control.

release_lag_days What was the lag for each of the last three major releases, per provider? [unknown]: release_lag_days: What was the lag for each of the last three major releases, per provider? No paired last-three-major-release availability dates or guaranteed model-deprecation notice window was established. The built-in Desktop engine migration removes old downloaded models when accepted.
changelog Is there a dated public model changelog? [supported]: GitHub releases and Desktop changelogs document dated changes; v1.18.0 was published 2026-10-13. Sources: anythingllm:anythingllm:releases, anythingllm:anythingllm:changelog.
deprecation_notice How much notice is given before a model is removed? [unknown]: deprecation_notice: How much notice is given before a model is removed? No paired last-three-major-release availability dates or guaranteed model-deprecation notice window was established. The built-in Desktop engine migration removes old downloaded models when accepted.
version_pinning Can an admin keep an older model version? [partial]: Operators choose remote model IDs or download local GGUF models. Provider retention of old remote snapshots is outside the application’s control. Sources: anythingllm:anythingllm:generic, anythingllm:anythingllm:built-in.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:releases, anythingllm:anythingllm:changelog, anythingllm:anythingllm:generic, anythingllm:anythingllm:built-in.

Microsoft Copilot

Agent cross-checked Support: partial

Dated release information exists; a comparable three-release lag series remains unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

Unverified parts: release_lag_days, deprecation_notice, version_pinning.

release_lag_days What was the lag for each of the last three major releases, per provider? [unknown]: What was the lag for each of the last three major releases, per provider? Unverified after checking Microsoft release notes and AI at Work Roadmap; exact provider GA dates were not paired with three product release dates per provider.
changelog Is there a dated public model changelog? [supported]: Microsoft publishes dated product release notes and roadmap launches. Sources: microsoft-copilot:ms-release, microsoft-copilot:ms-roadmap.
deprecation_notice How much notice is given before a model is removed? [unknown]: How much notice is given before a model is removed? Unverified after checking Microsoft release notes and AI at Work Roadmap; exact provider GA dates were not paired with three product release dates per provider.
version_pinning Can an admin keep an older model version? [unknown]: Can an admin keep an older model version? Unverified after checking Microsoft release notes and AI at Work Roadmap; exact provider GA dates were not paired with three product release dates per provider.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-release, microsoft-copilot:ms-roadmap.

MOD-03 Bring-your-own keys and provider contracts

Judgment rule: Record customer-held API keys, customer cloud accounts (Azure OpenAI, Bedrock, Vertex), and aggregator routes (OpenRouter, LiteLLM) as separate routes. Record what still works without a vendor-provided model, whether prices change with BYO, and documented restrictions. API-key support does not imply support for the customer's own Azure contract.

AnythingLLM

Agent cross-checked Support: partial

BYO provider keys, customer cloud contracts and generic compatible endpoints are documented; provider spend is separate from software licensing.

Limitations

byo_restrictions: Tool use and modalities depend on provider/model support; Cloud has additional explicit platform limits. No universal BYO feature-parity guarantee was established.

own_api_keys Can the customer use its own provider API keys? [supported]: Customers configure credentials for their selected cloud providers. Managed Cloud also asks customers to bring an LLM API key. Sources: anythingllm:anythingllm:models, anythingllm:anythingllm:cloud.
own_cloud_contract Can it use its own Azure OpenAI, Bedrock or Vertex deployment? [supported]: Azure OpenAI, AWS Bedrock and Vertex have distinct documented configuration routes using customer accounts. Sources: anythingllm:anythingllm:azure, anythingllm:anythingllm:bedrock, anythingllm:anythingllm:vertex.
custom_endpoint Can an admin add any OpenAI-compatible endpoint? [supported]: Generic OpenAI supports an operator-configured compatible provider URL and settings. Sources: anythingllm:anythingllm:generic.
byo_pricing Does BYO change the licence price? [supported]: The self-hosted repository is MIT with no per-seat fee; customer provider/hosting costs remain separate. Cloud charges for the managed instance and still uses BYO inference. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:cloud.
byo_restrictions Which features stop working with BYO? [partial]: Tool use and modalities depend on provider/model support; Cloud has additional explicit platform limits. No universal BYO feature-parity guarantee was established. Sources: anythingllm:anythingllm:cloud-limits, anythingllm:anythingllm:models.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:models, anythingllm:anythingllm:cloud, anythingllm:anythingllm:azure, anythingllm:anythingllm:bedrock, anythingllm:anythingllm:vertex, anythingllm:anythingllm:generic, anythingllm:anythingllm:license, anythingllm:anythingllm:cloud-limits.

Microsoft Copilot

No public information found Support: not-published

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

MOD-04 Local and self-hosted models

Judgment rule: Record support for models running in the customer's environment (vLLM, Ollama, TGI or similar) and which features work with them: chat, RAG, tools, embeddings. Distinguish a documented, supported route from a generic endpoint that happens to work.

AnythingLLM

Agent cross-checked Support: partial

Local chat and local CPU embeddings are documented; built-in-engine availability differs by client and release.

Limitations

feature_parity: Chat/RAG are local-capable, but tools and vision depend on model support and optional online services. Cloud explicitly has no bundled built-in LLM. No full offline fixture was run.
vendor_hosted_open_models: Does the vendor host open-weight models in EU/CH? No vendor-hosted open-weight model service with verified EU/Swiss inference was established.

self_hosted_chat Can chat use a customer-hosted model? [supported]: Ollama and other local providers work as configured endpoints. Desktop’s current built-in engine uses Lemonade/llama.cpp; Docker built-in is opt-in on the latest images and releases after v1.18.0 according to current docs. Sources: anythingllm:anythingllm:ollama, anythingllm:anythingllm:built-in.
self_hosted_embeddings Can retrieval use customer-hosted embeddings? [supported]: The built-in all-MiniLM-L6-v2 embedder runs locally on CPU; other local embedding routes are configurable. Sources: anythingllm:anythingllm:local-embed, anythingllm:anythingllm:embed.
feature_parity Which features fail with self-hosted models? [partial]: Chat/RAG are local-capable, but tools and vision depend on model support and optional online services. Cloud explicitly has no bundled built-in LLM. No full offline fixture was run. Sources: anythingllm:anythingllm:models, anythingllm:anythingllm:cloud-limits, anythingllm:anythingllm:built-in.
vendor_hosted_open_models Does the vendor host open-weight models in EU/CH? [unknown]: vendor_hosted_open_models: Does the vendor host open-weight models in EU/CH? No vendor-hosted open-weight model service with verified EU/Swiss inference was established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:ollama, anythingllm:anythingllm:built-in, anythingllm:anythingllm:local-embed, anythingllm:anythingllm:embed, anythingllm:anythingllm:models, anythingllm:anythingllm:cloud-limits.

Microsoft Copilot

No public information found Support: not-published

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

MOD-05 Model control and usage limits

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

AnythingLLM

Agent cross-checked Support: partial

Workspace models and admin roles control settings; non-admin multi-user message quotas have a source-inspected blocking path.

Limitations

model_allowlist_by_group: Can admins limit models per group? A group-based model allow-list and hard source-data/provider-binding policy were not established in the role and workspace guides. No two-group quota or model restriction fixture was run.
data_bound_models: Can admins restrict which models receive connector or knowledge content? A group-based model allow-list and hard source-data/provider-binding policy were not established in the role and workspace guides. No two-group quota or model restriction fixture was run.

model_allowlist_by_group Can admins limit models per group? [unknown]: model_allowlist_by_group: Can admins limit models per group? A group-based model allow-list and hard source-data/provider-binding policy were not established in the role and workspace guides. No two-group quota or model restriction fixture was run.
data_bound_models Can admins restrict which models receive connector or knowledge content? [unknown]: data_bound_models: Can admins restrict which models receive connector or knowledge content? A group-based model allow-list and hard source-data/provider-binding policy were not established in the role and workspace guides. No two-group quota or model restriction fixture was run.
default_model Can admins set the default model? [supported]: The system LLM is the default, overridden by workspace and Agent model configuration. Sources: anythingllm:anythingllm:llmconfig.
user_limits What per-user message or token limits apply, and are they published? [supported]: A dailyMessageLimit may be set per user, is system-wide across workspaces, uses a trailing 24-hour count and exempts admins; null means no limit in the inspected function. Sources: anythingllm:anythingllm:user-pin.
limit_behaviour What happens when a limit is reached? [supported]: Pinned chat endpoints send an abort/quota message and return before generation when the user cannot send another chat. Sources: anythingllm:anythingllm:chat-pin.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:llmconfig, anythingllm:anythingllm:user-pin, anythingllm:anythingllm:chat-pin.

Microsoft Copilot

Agent cross-checked Support: partial

Provider-level access and mode selection are documented; detailed quota and group tests remain open.

Limitations

No two-group model restriction test was performed.

model_allowlist_by_group Can admins limit models per group? [partial]: Admins select No users, All users or specific users/groups for Anthropic; this is provider-level rather than arbitrary per-model policy. Sources: microsoft-copilot:ms-anthropic.
data_bound_models Can admins restrict which models receive connector or knowledge content? [unknown]: Can admins restrict which models receive connector or knowledge content? Unverified after checking Microsoft Copilot privacy, commercial pricing, connector documentation, Agent Builder, and dated release notes on 2026-10-21; no licensed test tenant.
default_model Can admins set the default model? [unknown]: Can admins set the default model? Unverified after checking Microsoft Copilot privacy, commercial pricing, connector documentation, Agent Builder, and dated release notes on 2026-10-21; no licensed test tenant.
user_limits What per-user message or token limits apply, and are they published? [partial]: Chat provides standard access while paid Copilot has priority; numerical chat/token entitlements are not established here. Sources: microsoft-copilot:ms-price-us.
limit_behaviour What happens when a limit is reached? [unknown]: What happens when a limit is reached? Unverified after checking Microsoft Copilot privacy, commercial pricing, connector documentation, Agent Builder, and dated release notes on 2026-10-21; no licensed test tenant.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-anthropic, microsoft-copilot:ms-price-us.

Company knowledge

KNOW-01 Files in chat

Judgment rule: Record supported formats, size and count limits, scanned-PDF OCR, tables and spreadsheets, images inside documents, and whether a file is read in full or retrieved in chunks. Upload the shared fixture set (long German PDF, scanned contract, Excel with formulas, PowerPoint) and record failures.

AnythingLLM

Agent cross-checked Support: partial

Files can enter full context or workspace RAG; converters and a PDF OCR fallback are present, with fidelity untested.

Limitations

limits: What size and count limits apply per file and chat? No universal file/count limit was established across these deployments. Cloud documents CPU/memory limits, but they do not define a tested per-file allowance. Shared long/scanned/Excel/PowerPoint fixtures were not uploaded.
ocr: The PDF implementation attempts OCR when initial text extraction returns no pages. No scanned contract or mixed-content PDF was tested.
spreadsheets: XLSX conversion is registered and v1.18.0 reports spreadsheet parsing fixes; preservation of formula semantics and layout was not tested.

formats Which formats are accepted? [supported]: Pinned converters register PDF, DOCX, PPTX, XLSX, EPUB, text/CSV/JSON, image and audio formats. Legacy DOC is not in the active registered converter map. Sources: anythingllm:anythingllm:constants-pin.
limits What size and count limits apply per file and chat? [unknown]: limits: What size and count limits apply per file and chat? No universal file/count limit was established across these deployments. Cloud documents CPU/memory limits, but they do not define a tested per-file allowance. Shared long/scanned/Excel/PowerPoint fixtures were not uploaded.
ocr Are scanned PDFs read? [partial]: The PDF implementation attempts OCR when initial text extraction returns no pages. No scanned contract or mixed-content PDF was tested. Sources: anythingllm:anythingllm:pdf-pin.
spreadsheets Are Excel tables read with structure intact? [partial]: XLSX conversion is registered and v1.18.0 reports spreadsheet parsing fixes; preservation of formula semantics and layout was not tested. Sources: anythingllm:anythingllm:constants-pin, anythingllm:anythingllm:changelog.
full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [supported]: Current attachment mode injects full extracted text. On context overflow the UI offers cancellation, pruning or embedding; embedded documents retrieve chunks and become workspace-wide. Sources: anythingllm:anythingllm:docchat.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:constants-pin, anythingllm:anythingllm:pdf-pin, anythingllm:anythingllm:changelog, anythingllm:anythingllm:docchat.

Microsoft Copilot

Agent cross-checked Support: partial

Documented upload formats and limits are available; fixture fidelity remains untested.

Limitations

Unverified parts: ocr, spreadsheets, full_vs_chunked.

formats Which formats are accepted? [supported]: PDF, DOCX, XLSX, PPTX; PNG/JPEG/PJP/JFIF; TXT/TEXT/JSON/CSV/MD. Sources: microsoft-copilot:ms-upload.
limits What size and count limits apply per file and chat? [supported]: Up to 20 files per conversation and 50 MB per file in the cited all-experiences support article. Sources: microsoft-copilot:ms-upload.
ocr Are scanned PDFs read? [unknown]: Are scanned PDFs read? Unverified after checking File upload in Microsoft Copilot; the long PDF, scanned contract, formula workbook and presentation fixtures were not run.
spreadsheets Are Excel tables read with structure intact? [unknown]: Are Excel tables read with structure intact? Unverified after checking File upload in Microsoft Copilot; the long PDF, scanned contract, formula workbook and presentation fixtures were not run.
full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [unknown]: Is the whole file used or only retrieved parts, and does the user see which? Unverified after checking File upload in Microsoft Copilot; the long PDF, scanned contract, formula workbook and presentation fixtures were not run.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-upload.

KNOW-02 Knowledge bases and shared collections

Judgment rule: Record curated document collections that persist across chats, who can create and share them, size limits, and how they attach to assistants. Distinguish personal, group and organisation-wide scope.

AnythingLLM

Agent cross-checked Support: partial

Workspace embeddings persist across chats and are shared with every authorized workspace user.

Limitations

size_limits: What are the collection limits? No fixed collection storage allowance was established; capacity depends on local hardware or managed-instance tier.

persistent_collections Can users keep document collections across chats? [supported]: Embedding a document into a workspace makes it reusable across that workspace’s threads. Sources: anythingllm:anythingllm:docchat.
sharing_scope Can collections be shared with users, groups or the whole organisation? [supported]: In Docker multi-user mode, assigned workspace users can use its embedded documents. Admin/Manager roles have broader access; per-original-source ACLs were not established. Sources: anythingllm:anythingllm:docchat, anythingllm:anythingllm:security.
size_limits What are the collection limits? [unknown]: size_limits: What are the collection limits? No fixed collection storage allowance was established; capacity depends on local hardware or managed-instance tier.
assistant_binding Can collections be bound to an assistant? [supported]: Each workspace has configurable chat/Agent models and its embedded knowledge. Sources: anythingllm:anythingllm:llmconfig, anythingllm:anythingllm:docchat.

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

Microsoft Copilot

Agent cross-checked Support: partial

Notebooks persist references and instructions, with plan-dependent reference limits.

Limitations

Read each atomic answer for its plan, access and feature limits.

persistent_collections Can users keep document collections across chats? [supported]: Copilot Notebooks retain selected reference collections. Sources: microsoft-copilot:ms-notebooks.
sharing_scope Can collections be shared with users, groups or the whole organisation? [partial]: Notebooks can be shared for collaborative editing; full user/group/organization sharing matrix was not verified. Sources: microsoft-copilot:ms-notebook-instructions.
size_limits What are the collection limits? [supported]: Chat notebook grounding uses up to 50 references; paid grounding uses up to 300, with broader supported entities. Sources: microsoft-copilot:ms-notebooks.
assistant_binding Can collections be bound to an assistant? [partial]: Agent Builder can bind SharePoint and connector knowledge; independent notebook-to-agent binding was not verified. Sources: microsoft-copilot:ms-builder.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-notebooks, microsoft-copilot:ms-notebook-instructions, microsoft-copilot:ms-builder.

KNOW-03 Enterprise connectors

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

AnythingLLM

Agent cross-checked Support: partial

The source registers import connectors and SQL tools. Mail integrations are single-user features, not verified enterprise multi-user content search.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=Source-specific credentials/registrations, Mail skills require single-user mode; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

microsoft_365: An Outlook skill searches/reads/modifies the connected mailbox, but is explicitly single-user only. SharePoint, OneDrive and Teams connectors were not verified for the multi-user deployment.
google_workspace: The Gmail skill is single-user only. A maintained Google Drive enterprise connector and source ACL sync were not verified.
atlassian: The pinned connector catalog includes Confluence import. Jira was not established and Confluence per-user permission synchronization was not tested.
other_systems: The connector catalog includes GitHub/GitLab/Gitea, websites, YouTube, Obsidian and other import sources; registration does not establish tested source access controls.
on_prem_sources: Self-hosted deployments can upload files and connect the SQL Agent to a reachable database. Automatic local-file watching is Desktop-only, not Docker browser upload.

microsoft_365 Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [partial]: An Outlook skill searches/reads/modifies the connected mailbox, but is explicitly single-user only. SharePoint, OneDrive and Teams connectors were not verified for the multi-user deployment. Sources: anythingllm:anythingllm:outlook.
google_workspace Which Google sources are connected? [partial]: The Gmail skill is single-user only. A maintained Google Drive enterprise connector and source ACL sync were not verified. Sources: anythingllm:anythingllm:gmail.
atlassian Confluence and Jira? [partial]: The pinned connector catalog includes Confluence import. Jira was not established and Confluence per-user permission synchronization was not tested. Sources: anythingllm:anythingllm:connectors-pin, anythingllm:anythingllm:sync.
other_systems Which other business systems? [partial]: The connector catalog includes GitHub/GitLab/Gitea, websites, YouTube, Obsidian and other import sources; registration does not establish tested source access controls. Sources: anythingllm:anythingllm:connectors-pin.
on_prem_sources Can on-prem file shares or databases be connected? [partial]: Self-hosted deployments can upload files and connect the SQL Agent to a reachable database. Automatic local-file watching is Desktop-only, not Docker browser upload. Sources: anythingllm:anythingllm:sql, anythingllm:anythingllm:sync, anythingllm:anythingllm:localdocker.
connector_provider Who builds and maintains each connector? [supported]: These are built-in Mintplex project skills/import modules; third-party MCP servers remain separately maintained integrations. Sources: anythingllm:anythingllm:connectors-pin, anythingllm:anythingllm:outlook, anythingllm:anythingllm:gmail, anythingllm:anythingllm:mcp.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:outlook, anythingllm:anythingllm:gmail, anythingllm:anythingllm:connectors-pin, anythingllm:anythingllm:sync, anythingllm:anythingllm:sql, anythingllm:anythingllm:localdocker, anythingllm:anythingllm:mcp.

Microsoft Copilot

Agent cross-checked Support: partial

Paid Copilot grounding supports synced and federated external sources; metered Copilot Chat agents have a narrower route.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Paid Microsoft Copilot add-on (Microsoft 365 Copilot in licensing docs), or Microsoft 365 E7; commercial tenant. Synced-data metered Chat agents are a separately identified route, not paid-work-chat parity.; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

This is not a blanket connector entitlement for included Copilot Chat. The licence matrix permits Studio/pay-as-you-go synced data in agents only and excludes federation.
External-service subscriptions/permissions and connector-specific regional rollout remain prerequisites.

microsoft_365 Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [supported]: Paid Copilot grounds on Microsoft Graph work content. Without that add-on, shared SharePoint/synced-connector data requires an eligible metered agent; ordinary Copilot Chat is not assigned equivalent grounding. Sources: microsoft-copilot:ms-privacy, microsoft-copilot:ms-connector-license-r2.
google_workspace Which Google sources are connected? [partial]: Google Drive is a synced connector for licensed Copilot grounding; the federated list includes Gmail for paid eligible users. Each source requires its own authorization. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2.
atlassian Confluence and Jira? [partial]: Confluence/Jira synced data can ground paid Copilot; their personal self-serve variants are limited preview. Metered agents can use synced data only, not the federated route. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-personal-sync-r2, microsoft-copilot:ms-connector-license-r2.
other_systems Which other business systems? [partial]: Synced examples include Box, Salesforce, ServiceNow, Dynamics365, Workday, Zendesk and SAP; this is the paid-grounding route, with source credentials and individual setup requirements. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-connector-license-r2.
on_prem_sources Can on-prem file shares or databases be connected? [supported]: File-share/SQL/Oracle sources can be indexed by a synced connector/connector agent for paid grounding or separately metered synced-data agents; this does not run Copilot on premises. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-connector-license-r2.
connector_provider Who builds and maintains each connector? [supported]: Microsoft/partner/custom synced connectors coexist. Federation can use Microsoft-published or approved partners, and custom MCP has its own admin setup. All federated querying requires the paid add-on/E7. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-custom-mcp-r2, microsoft-copilot:ms-connector-license-r2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-privacy, microsoft-copilot:ms-connector-license-r2, microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-personal-sync-r2, microsoft-copilot:ms-custom-mcp-r2.

KNOW-04 Permission-aware retrieval

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

AnythingLLM

Agent cross-checked Support: partial

Workspace access is enforced as the product sharing boundary; original source permissions after copying remain unverified.

Limitations

source_permissions_respected: Are source permissions enforced per user? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.
enforcement_point: Default users only access assigned workspaces, and an embedded file becomes available to every user assigned to its workspace. Continuing source-system ACL checks were not established.
revocation_delay: How quickly does a removed permission take effect? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.
admin_scope_controls: Admins control workspace membership and selected documents. Source site/folder/sensitivity-label exclusion was not established.
sensitivity_labels: Are Microsoft Purview or similar labels respected? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.

source_permissions_respected Are source permissions enforced per user? [unknown]: source_permissions_respected: Are source permissions enforced per user? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.
enforcement_point Does the source system, a mirrored index or nothing enforce them? [partial]: Default users only access assigned workspaces, and an embedded file becomes available to every user assigned to its workspace. Continuing source-system ACL checks were not established. Sources: anythingllm:anythingllm:security, anythingllm:anythingllm:docchat.
revocation_delay How quickly does a removed permission take effect? [unknown]: revocation_delay: How quickly does a removed permission take effect? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.
admin_scope_controls Can admins exclude sites, folders or labels? [partial]: Admins control workspace membership and selected documents. Source site/folder/sensitivity-label exclusion was not established. Sources: anythingllm:anythingllm:security, anythingllm:anythingllm:docchat.
sensitivity_labels Are Microsoft Purview or similar labels respected? [unknown]: sensitivity_labels: Are Microsoft Purview or similar labels respected? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.

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

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft documents source-permission controls; the required restricted-document test was not run.

Limitations

All positive permission findings use the paid work-grounding route, not included Copilot Chat. Purview/SAM require their applicable entitlements.
No two-user restricted-document or revocation test; connector disable propagation is not proof of source-ACL revocation timing.

source_permissions_respected Are source permissions enforced per user? [supported]: In licensed Copilot work grounding, Graph data is limited to the requesting user's access; this was not tested. Sources: microsoft-copilot:ms-privacy, microsoft-copilot:ms-connector-license-r2.
enforcement_point Does the source system, a mirrored index or nothing enforce them? [supported]: Paid synced grounding filters item ACLs in Graph; paid federated access executes with the authenticated source-user identity. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2.
revocation_delay How quickly does a removed permission take effect? [unknown]: How quickly does a removed permission take effect? Unverified after checking Copilot privacy, connector architecture and Purview DLP; no two-user or permission-revocation fixture.
admin_scope_controls Can admins exclude sites, folders or labels? [supported]: Licensed Copilot deployment guidance documents restricted SharePoint search/SAM; federated access also intersects tenant User access and connector staging. Sources: microsoft-copilot:ms-setup, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2.
sensitivity_labels Are Microsoft Purview or similar labels respected? [supported]: Purview can exclude labelled content from processing through configured DLP rules. Sources: microsoft-copilot:ms-dlp.

KNOW-05 Freshness and sync model

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

AnythingLLM

Agent cross-checked Support: partial

Knowledge is a copied index. Automatic source refresh is preview and differs between remote sources and Desktop local files.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=Live document sync preview explicitly enabled for automatic refresh; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

Automatic sync is a preview, not a guaranteed freshness SLA.
No source edit/delete timing fixture was run.

live_or_indexed Is content searched live or copied into an index? [supported]: Embedded knowledge copies parsed chunks into the selected vector store; attachments instead inject extracted text. Sources: anythingllm:anythingllm:docchat, anythingllm:anythingllm:vector.
sync_interval How often does an index refresh? [partial]: Preview watched remote sources are checked hourly for staleness, defined as no refresh in seven days; Desktop local watched files are checked every ten minutes while running. No latency fixture was run. Sources: anythingllm:anythingllm:sync.
deletion_propagation How quickly does a deleted document disappear? [partial]: Deleting a watched local original marks it Not Found and unwatches it while retaining existing content/embeddings. System deletion must be explicit; remote-source deletion timing was not established. Sources: anythingllm:anythingllm:sync, anythingllm:anythingllm:privacy.
index_location Where is indexed content stored? [supported]: Self-hosting selects the configured local or external vector store and its country. Default local storage is distinct from any selected cloud database. Sources: anythingllm:anythingllm:vector, anythingllm:anythingllm:localdocker.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:docchat, anythingllm:anythingllm:vector, anythingllm:anythingllm:sync, anythingllm:anythingllm:privacy, anythingllm:anythingllm:localdocker.

Microsoft Copilot

Agent cross-checked Support: partial

Both copied Graph indexes and live MCP federation are documented.

Limitations

Copilot Chat without the add-on is not included as a general indexed/federated grounding entitlement.
No edit/delete propagation fixture; self-serve Confluence/Jira remains limited preview.

live_or_indexed Is content searched live or copied into an index? [supported]: Licensed Copilot can ground on synced Graph copies or query federated sources live without a separate external-content index. The licence matrix allows metered Chat agents to use synced data only. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2.
sync_interval How often does an index refresh? [partial]: For the limited-preview personal Confluence/Jira synced route, docs describe roughly15-minute incremental and seven-day full crawls; this is not a general federated or connector SLA. Sources: microsoft-copilot:ms-personal-sync-r2, microsoft-copilot:ms-connector-license-r2.
deletion_propagation How quickly does a deleted document disappear? [unknown]: How quickly does a deleted document disappear? Unverified after checking connector overview and personal-sync documentation; no edit/delete propagation fixture.
index_location Where is indexed content stored? [partial]: Paid synced grounding uses the Microsoft365 tenant Graph cloud index; federation does not copy that external content into an index. A country-level index map remains unverified. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2, microsoft-copilot:ms-personal-sync-r2.

KNOW-06 Grounding and retrieval quality

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

AnythingLLM

Agent cross-checked Support: partial

The client renders source citations and Query mode documents a no-relevant-content response; quality is untested.

Limitations

citation_accuracy: Do the cited passages support the answer? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.
cross_language: Does a question in one language find documents in another? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.
no_answer_behaviour: Query mode documentation says it reports when no relevant information is found. This is documented behavior, not a passed no-answer fixture.
observed_accuracy: How many of the question set were answered correctly? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.

citations Are answers linked to specific sources? [supported]: Pinned client code renders document/link citation details and source metadata. Sources: anythingllm:anythingllm:citation-pin.
citation_accuracy Do the cited passages support the answer? [unknown]: citation_accuracy: Do the cited passages support the answer? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.
cross_language Does a question in one language find documents in another? [unknown]: cross_language: Does a question in one language find documents in another? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.
no_answer_behaviour Does it say when the corpus has no answer? [partial]: Query mode documentation says it reports when no relevant information is found. This is documented behavior, not a passed no-answer fixture. Sources: anythingllm:anythingllm:chatmodes.
observed_accuracy How many of the question set were answered correctly? [unknown]: observed_accuracy: How many of the question set were answered correctly? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:citation-pin, anythingllm:anythingllm:chatmodes.

Microsoft Copilot

Agent cross-checked Support: partial

Source links are documented; retrieval quality and cross-language accuracy remain unmeasured.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Paid Microsoft Copilot/E7 connector-grounded responses only; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

Documented citations apply to the licensed connector-grounding route; no equivalent included-Chat entitlement or measured citation accuracy is claimed.
No DE/FR/EN grounding, cross-language, unanswerable-question or restricted-document fixture was run.

citations Are answers linked to specific sources? [supported]: For licensed Copilot connector-grounded responses, Microsoft documents source citations and links to referenced external items. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-connector-license-r2.
citation_accuracy Do the cited passages support the answer? [unknown]: Do the cited passages support the answer? Unverified after checking connector response documentation; no shared DE/FR/EN corpus or answer set was executed.
cross_language Does a question in one language find documents in another? [unknown]: Does a question in one language find documents in another? Unverified after checking connector response documentation; no shared DE/FR/EN corpus or answer set was executed.
no_answer_behaviour Does it say when the corpus has no answer? [unknown]: Does it say when the corpus has no answer? Unverified after checking connector response documentation; no shared DE/FR/EN corpus or answer set was executed.
observed_accuracy How many of the question set were answered correctly? [unknown]: How many of the question set were answered correctly? Unverified after checking connector response documentation; no shared DE/FR/EN corpus or answer set was executed.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-connector-license-r2.

KNOW-07 Memory and personal context

Judgment rule: Record personal custom instructions, cross-chat memory, project or workspace context, and user controls to view, edit, delete or disable memory. Record whether admins can disable memory organisation-wide.

AnythingLLM

Agent cross-checked Support: supported

Opt-in personalization stores private global/workspace memories with user controls and admin enablement.

custom_instructions Can users set persistent instructions? [supported]: Workspaces keep model/system instructions and may include user/time variables. Sources: anythingllm:anythingllm:systemprompt, anythingllm:anythingllm:llmconfig.
cross_chat_memory Does the product remember facts across chats? [supported]: User memories apply across chats within a workspace or globally; limits are 20 workspace and five global memories per user. Sources: anythingllm:anythingllm:memory.
user_memory_controls Can users view, edit and delete memories? [supported]: Users can add, edit, delete and move memories; selected memories are sent to the configured model in the system prompt. Sources: anythingllm:anythingllm:memory.
admin_memory_controls Can admins turn memory off? [supported]: Memories are off by default; in multi-user mode only admins enable/disable personalization. Sources: anythingllm:anythingllm:memory.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:systemprompt, anythingllm:anythingllm:llmconfig, anythingllm:anythingllm:memory.

Microsoft Copilot

Agent cross-checked Support: partial

Saved memory, history-based personalization and instructions have user controls.

Limitations

Unverified parts: admin_memory_controls.
Read each atomic answer for its plan, access and feature limits.

custom_instructions Can users set persistent instructions? [supported]: Users set personal instructions; notebooks have their own instructions. Sources: microsoft-copilot:ms-memory, microsoft-copilot:ms-notebook-instructions.
cross_chat_memory Does the product remember facts across chats? [supported]: Enabled memory stores preferences and can use prior-chat inferences; work insights depend on plan. Sources: microsoft-copilot:ms-memory.
user_memory_controls Can users view, edit and delete memories? [partial]: Users can inspect what Copilot knows, ask it to forget details and use temporary chat. Complete saved-memory editing behavior was not tested. Sources: microsoft-copilot:ms-memory.
admin_memory_controls Can admins turn memory off? [unknown]: Can admins turn memory off? Unverified after checking personalization documentation and Copilot management; organization-wide memory policy behavior not independently established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-memory, microsoft-copilot:ms-notebook-instructions.

Assistants and agents

AGT-01 Custom assistants

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

AnythingLLM

Agent cross-checked Support: partial

Workspaces combine instructions, a model, knowledge and configured Agent skills; a distinct shareable assistant object/catalog was not fully established.

Limitations

creator_permissions: Admin/Manager roles manage workspaces; Default users only chat in assigned workspaces. A separate assistant-creator permission matrix was not established.
sharing_scope: Docker workspaces can be assigned to users; Desktop is single-user. Group/everyone assistant-sharing and versioned assistant publishing were not established.
catalogue: Is there an internal assistant directory? A complete internal assistant directory/versioning contract and the HR assistant fixture were not verified.
prompt_library: Workspace prompts and no-code Agent Flows can be reused, but a separate organization prompt-template catalog was not verified.

create_assistants Can users create assistants with instructions, knowledge and tools? [supported]: Workspace and Agent settings combine a model, instructions, embedded knowledge and enabled skills/tools. Sources: anythingllm:anythingllm:llmconfig, anythingllm:anythingllm:agent-setup, anythingllm:anythingllm:docchat.
creator_permissions Can admins limit who creates them? [partial]: Admin/Manager roles manage workspaces; Default users only chat in assigned workspaces. A separate assistant-creator permission matrix was not established. Sources: anythingllm:anythingllm:security.
sharing_scope Can assistants be shared with users, groups or everyone? [partial]: Docker workspaces can be assigned to users; Desktop is single-user. Group/everyone assistant-sharing and versioned assistant publishing were not established. Sources: anythingllm:anythingllm:security, anythingllm:anythingllm:desktop.
catalogue Is there an internal assistant directory? [unknown]: catalogue: Is there an internal assistant directory? A complete internal assistant directory/versioning contract and the HR assistant fixture were not verified.
prompt_library Are shared prompt templates available? [partial]: Workspace prompts and no-code Agent Flows can be reused, but a separate organization prompt-template catalog was not verified. Sources: anythingllm:anythingllm:flow, anythingllm:anythingllm:systemprompt.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:llmconfig, anythingllm:anythingllm:agent-setup, anythingllm:anythingllm:docchat, anythingllm:anythingllm:security, anythingllm:anythingllm:desktop, anythingllm:anythingllm:flow, anythingllm:anythingllm:systemprompt.

Microsoft Copilot

Agent cross-checked Support: partial

Agent Builder and the agent catalogue cover shared assistants; external actions need a different authoring route.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Microsoft Copilot Chat web app, Copilot Studio extension and agent builder, separate licensing where stated; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

Read each atomic answer for its plan, access and feature limits.

create_assistants Can users create assistants with instructions, knowledge and tools? [partial]: Agent Builder combines instructions and selected knowledge; external action authoring requires Copilot Studio. Sources: microsoft-copilot:ms-builder.
creator_permissions Can admins limit who creates them? [supported]: Admins control whether users can access Agent Builder. Sources: microsoft-copilot:ms-builder.
sharing_scope Can assistants be shared with users, groups or everyone? [partial]: Agent links can be shared; the complete user/group/organization permission matrix was not checked. Sources: microsoft-copilot:ms-agents.
catalogue Is there an internal assistant directory? [supported]: The app lists prebuilt, shared and organization agents. Sources: microsoft-copilot:ms-agents.
prompt_library Are shared prompt templates available? [supported]: The commercial page links Copilot Prompt Gallery. Sources: microsoft-copilot:ms-price-us.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-builder, microsoft-copilot:ms-agents, microsoft-copilot:ms-price-us.

AGT-02 Tools, actions and MCP

Judgment rule: Record built-in tools, custom actions (OpenAPI), MCP client support (local and remote servers), authentication model per tool (shared service account or per-user OAuth), and admin approval of tools. Verify one external-tool call and its access boundary.

AnythingLLM

Agent cross-checked Support: partial

Self-hosted/desktop supports built-in skills, API-call flows and MCP. Managed Cloud explicitly excludes custom coded Agents and MCP.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop, AnythingLLM Cloud managed instance; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=Separate MCP servers or custom skill configuration, Mail integrations require single-user mode; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

Cloud does not support MCP or custom coded Agents.
Single-user mail approvals do not establish a complete multi-user side-effect policy.

builtin_tools Which tools are built in? [supported]: Skills include RAG/document search, web browsing, chart/document generation and SQL; single-user mail skills have a narrower scope. Sources: anythingllm:anythingllm:agent-setup, anythingllm:anythingllm:sql, anythingllm:anythingllm:docgen, anythingllm:anythingllm:chart, anythingllm:anythingllm:outlook.
custom_actions Can admins add API actions? [supported]: No-code flows provide an API-call block and custom skills can be developed for self-hosted/desktop; Cloud excludes custom coded Agents. Sources: anythingllm:anythingllm:flow-api, anythingllm:anythingllm:cloud-limits.
mcp_client Can it use remote MCP servers, and with what admin control? [partial]: Self-hosted/desktop supports stdio, SSE and Streamable remote MCP with management controls. Managed Cloud explicitly does not support MCP. Sources: anythingllm:anythingllm:mcp, anythingllm:anythingllm:cloud-limits.
tool_auth Do tools act as the user or as a shared account? [partial]: MCP accepts environment variables/HTTP headers; single-user Outlook uses delegated Entra authorization. A general per-user OAuth model for every multi-user tool was not established. Sources: anythingllm:anythingllm:mcp, anythingllm:anythingllm:outlook.
tool_approval Can admins approve or block tools, and can users confirm actions before they run? [partial]: Outlook/Gmail modifying actions explicitly require approval in single-user mode. A mandatory approval policy for every custom/MCP action was not verified. Sources: anythingllm:anythingllm:outlook, anythingllm:anythingllm:gmail, anythingllm:anythingllm:mcp.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:agent-setup, anythingllm:anythingllm:sql, anythingllm:anythingllm:docgen, anythingllm:anythingllm:chart, anythingllm:anythingllm:outlook, anythingllm:anythingllm:flow-api, anythingllm:anythingllm:cloud-limits, anythingllm:anythingllm:mcp, anythingllm:anythingllm:gmail.

Microsoft Copilot

Agent cross-checked Support: partial

Paid Copilot documents authenticated MCP tools and conditional writes; the October16 detailed guide supersedes the older generic read-only rollout description.

Availability: unknown · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Copilot Studio extension and agent builder, separate licensing where stated; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Paid Microsoft Copilot/E7 federated connectors and paid Copilot Agent Builder; Studio is only the separately licensed extension route; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

Reconciliation: October6 overview retains read-only/early-October text; October16 detailed federation/setup pages explicitly document writes. The current finding is conditional protocol behavior, with actual tenant write availability unknown.
Researcher has an explicit read-only boundary. No external call, approval or access-boundary fixture was executed.

builtin_tools Which tools are built in? [supported]: Paid experiences include Researcher, Analyst and Facilitator. Sources: microsoft-copilot:ms-price-us.
custom_actions Can admins add API actions? [partial]: Agent Builder directs authored external-action scenarios to Copilot Studio. Separately, paid federated MCP connectors can expose create/update/delete tools where supplied by the publisher. Sources: microsoft-copilot:ms-builder, microsoft-copilot:ms-custom-mcp-r2, microsoft-copilot:ms-federated-r2.
mcp_client Can it use remote MCP servers, and with what admin control? [supported]: Custom federation accepts a remote MCP server with search/fetch/query and optional create/update/delete tools. Federation requires the querying user's paid add-on/E7; Studio/pay-as-you-go alone is insufficient. Sources: microsoft-copilot:ms-custom-mcp-r2, microsoft-copilot:ms-connector-license-r2.
tool_auth Do tools act as the user or as a shared account? [supported]: Federated authenticated tools use OAuth/source-user identity and source permissions. Tenant User access, publisher controls and staged rollout also apply. Sources: microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-custom-mcp-r2.
tool_approval Can admins approve or block tools, and can users confirm actions before they run? [partial]: Where a connector supplies writes, October16 docs require initial explicit approval with per-tool Allow once/conversation/Always allow settings. Researcher remains read-only. The Coming soon label concerns the admin Tools list. Sources: microsoft-copilot:ms-federated-r2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-builder, microsoft-copilot:ms-custom-mcp-r2, microsoft-copilot:ms-federated-r2, microsoft-copilot:ms-connector-license-r2.

AGT-03 Web search and deep research

Judgment rule: Record web search on/off control per organisation and group, search provider, citation of web sources, deep or multi-step research, and whether queries leave the residency boundary. Admins of regulated companies often need web search off.

AnythingLLM

Agent cross-checked Support: partial

The web-browsing skill supports explicit search-provider configuration. This claim covers the pinned self-hosted DuckDuckGo route; it makes no assertion about an unconfigured default.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server; version=Self-hosted v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba, explicitly configured agent_search_provider=duckduckgo-engine; plan=MIT self-hosted deployment with an explicitly selected DuckDuckGo provider; auto-selected defaults, Desktop and managed Cloud defaults are outside this claim; add_ons=Enabled web-browsing skill; explicit agent_search_provider=duckduckgo-engine setting; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

The scope is an explicitly configured provider at one release pin, not an assertion about default routing in other installations.
Search queries leave the application for the selected external endpoint; processing region and a per-group enforcement fixture were not established.
Dedicated research-report quality and citation completeness remain untested.

web_search Is web search available? [supported]: The Agent web-browsing skill can search the web; this scoped self-hosted configuration explicitly selects the DuckDuckGo engine. Sources: anythingllm:anythingllm:browsing, anythingllm:anythingllm:search-configured-r2.
admin_toggle Can admins disable it per organisation or group? [partial]: The documented Agent Skills settings and chat prompt controls toggle skills. Separate per-group web-search enforcement under the standard role model was not established. Sources: anythingllm:anythingllm:agent-skills-r2, anythingllm:anythingllm:security.
search_provider Which search provider handles queries, and where? [partial]: At the pinned v1.18.0 revision, explicit agent_search_provider=duckduckgo-engine invokes _duckDuckGoEngine and sends the query to html.duckduckgo.com/html. Query processing country and a CH/EU residency commitment were not verified. Unconfigured defaults are outside this finding. Sources: anythingllm:anythingllm:search-configured-r2.
deep_research Is multi-step research with a report available? [partial]: Agent tools/flows can chain research steps; a dedicated tested report workflow and accuracy result were not established. Sources: anythingllm:anythingllm:flow, anythingllm:anythingllm:agent-usage.
web_citations Are web sources cited? [partial]: The client renders source citations including links; correctness and completeness of web-source citations were not tested. Sources: anythingllm:anythingllm:citation-pin.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:browsing, anythingllm:anythingllm:search-configured-r2, anythingllm:anythingllm:agent-skills-r2, anythingllm:anythingllm:security, anythingllm:anythingllm:flow, anythingllm:anythingllm:agent-usage, anythingllm:anythingllm:citation-pin.

Microsoft Copilot

Agent cross-checked Support: supported

Web search is policy-controlled and uses Bing outside the Microsoft 365 search-query boundary.

web_search Is web search available? [supported]: Chat can ground answers in web search. Sources: microsoft-copilot:ms-chat-privacy.
admin_toggle Can admins disable it per organisation or group? [supported]: Allow web search can target the tenant, groups or users. Sources: microsoft-copilot:ms-manage.
search_provider Which search provider handles queries, and where? [supported]: Bing receives generated queries under separate data-handling terms; those queries are outside EUDB. Sources: microsoft-copilot:ms-chat-privacy.
deep_research Is multi-step research with a report available? [supported]: Researcher is included in paid Copilot; a report fixture was not run. Sources: microsoft-copilot:ms-price-us.
web_citations Are web sources cited? [supported]: Responses include web citations and show generated query details for 24 hours. Sources: microsoft-copilot:ms-chat-privacy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-chat-privacy, microsoft-copilot:ms-manage, microsoft-copilot:ms-price-us.

AGT-04 Workflows and automation

Judgment rule: Record no-code or low-code workflows, scheduled prompts, triggers from email, forms or business systems, and multi-step chains. Name where they run and who can build them. A shared prompt template is not a workflow.

AnythingLLM

Agent cross-checked Support: partial

No-code Agent Flows are available on Docker/Desktop. Scheduled Jobs are explicitly single-user only.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=Scheduled Jobs require single-user mode; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

scheduled_tasks: Scheduled Jobs run recurring Agent prompts with cron, tool allow-lists and saved traces in single-user mode. They are unavailable in self-hosted multi-user mode.
event_triggers: Can external events start a workflow? A maintained incoming email/form/business-system event-trigger contract was not established; an API call alone is not a named trigger integration.

workflow_builder Is there a workflow or chain builder? [supported]: The visual flow editor builds reusable agentic skills with steps such as API calls, scraping and file operations. Sources: anythingllm:anythingllm:flow.
scheduled_tasks Can prompts or assistants run on a schedule? [partial]: Scheduled Jobs run recurring Agent prompts with cron, tool allow-lists and saved traces in single-user mode. They are unavailable in self-hosted multi-user mode. Sources: anythingllm:anythingllm:job.
event_triggers Can external events start a workflow? [unknown]: event_triggers: Can external events start a workflow? A maintained incoming email/form/business-system event-trigger contract was not established; an API call alone is not a named trigger integration.
builder_audience Is building aimed at business users, IT or developers? [supported]: Flows target non-coders; custom skill code targets technical users and developers. Sources: anythingllm:anythingllm:flow.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:flow, anythingllm:anythingllm:job.

Microsoft Copilot

Agent cross-checked Support: partial

Paid Copilot schedules prompts; advanced workflow authoring has separate Studio dependencies.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Copilot Studio extension and agent builder, separate licensing where stated; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

Unverified parts: event_triggers.
Read each atomic answer for its plan, access and feature limits.

workflow_builder Is there a workflow or chain builder? [partial]: Agent Builder directs low-code actions and workflows to Copilot Studio. Sources: microsoft-copilot:ms-builder.
scheduled_tasks Can prompts or assistants run on a schedule? [supported]: Paid users can create up to ten scheduled prompts and manage their recurrence. Sources: microsoft-copilot:ms-schedule.
event_triggers Can external events start a workflow? [unknown]: Can external events start a workflow? Unverified after checking scheduled prompt and Agent Builder documentation; external-event trigger availability was not scoped.
builder_audience Is building aimed at business users, IT or developers? [supported]: Agent Builder uses natural-language configuration; Studio is the low-code extension route. Sources: microsoft-copilot:ms-builder.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-builder, microsoft-copilot:ms-schedule.

AGT-05 Agentic task execution

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

AnythingLLM

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.

Microsoft Copilot

Agent cross-checked Support: partial

Cowork documents multi-step tool execution with visible progress and user controls.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Paid Microsoft Copilot with Cowork enabled; add_ons=Qualifying Microsoft 365 licence, Enabled usage-based Cowork billing; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

Documented behavior only; no three-document/email fixture or interventions were observed.

agent_mode Is there an agent mode for multi-step tasks? [supported]: Cowork handles multi-step work with enabled usage billing and a paid licence. Sources: microsoft-copilot:ms-cowork.
visible_steps Are steps and tool calls shown? [supported]: The interface exposes skill messages and tool steps. Sources: microsoft-copilot:ms-cowork.
side_effect_confirmation Must the user confirm actions with side effects? [supported]: Side effects require approval; users can allow similar actions for the current session. Sources: microsoft-copilot:ms-cowork.
stop_control Can the user stop a running task? [supported]: Users can pause immediately or after the current step, resume or cancel. Sources: microsoft-copilot:ms-cowork.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-cowork.

AGT-06 Programmable access

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

AnythingLLM

Agent cross-checked Support: partial

Instance APIs manage workspaces, upload/embed content and run chats using provisioned API keys.

Limitations

api_governance: API keys are provisioned by authorized accounts and confer access to their holder. Full UI/API quota, model, audit and per-user boundary parity was not tested.
mcp_server: Does the product expose itself to other agents over MCP? A native product-wide MCP server was not established from the client-MCP and API guides.

chat_api Is there an API for chat and assistants? [supported]: The documented developer API supports workspace management and chat, with instance OpenAPI docs at /api/docs. Sources: anythingllm:anythingllm:api.
knowledge_api Can documents be loaded through an API? [supported]: The developer API documents embedding/document management alongside workspace operations. Sources: anythingllm:anythingllm:api.
api_governance Do audit, budgets and model rules apply to API use? [partial]: API keys are provisioned by authorized accounts and confer access to their holder. Full UI/API quota, model, audit and per-user boundary parity was not tested. Sources: anythingllm:anythingllm:api, anythingllm:anythingllm:config.
mcp_server Does the product expose itself to other agents over MCP? [unknown]: mcp_server: Does the product expose itself to other agents over MCP? A native product-wide MCP server was not established from the client-MCP and API guides.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:api, anythingllm:anythingllm:config.

Microsoft Copilot

Agent cross-checked Support: partial

The Chat API and the Work IQ API public preview are separate programmable routes.

Availability: beta · Delivery: native
Scope: surfaces=Microsoft Copilot Chat API preview, Work IQ API public preview, MCP/A2A/REST; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Chat API preview requires the paid Copilot add-on per calling user; Work IQ MCP public-preview prerequisites unverified; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

API preview terms apply. This is a distinct API surface, not included Copilot Chat or an assertion of interactive/API feature parity. No API call was executed.
Work IQ MCP is a roadmap-described public preview; no endpoint or API was invoked.

chat_api Is there an API for chat and assistants? [partial]: The preview text API is included for paid-add-on users; unlicensed users are explicitly excluded. It supports work/web grounding but not code interpreter, graphic art, action skills or long-running tasks. Sources: microsoft-copilot:ms-chat-api-r2.
knowledge_api Can documents be loaded through an API? [partial]: Separately configured synced content can be ingested through Graph connector APIs for licensed grounding; this does not establish a complete workspace knowledge-management API. Sources: microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-connector-license-r2.
api_governance Do audit, budgets and model rules apply to API use? [partial]: The Chat API retains source-permission/compliance boundaries; full budget/audit parity was not independently tested. Sources: microsoft-copilot:ms-chat-api-r2.
mcp_server Does the product expose itself to other agents over MCP? [partial]: Microsoft advertises Work IQ API public preview with MCP, A2A and REST access to work context. Endpoint, authentication and plan details were not verified; this does not make the separate Copilot Chat API an MCP server. Sources: microsoft-copilot:microsoft-copilot:r4-roadmap-work-iq.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:ms-chat-api-r2, microsoft-copilot:ms-connectors-r2, microsoft-copilot:ms-connector-license-r2, microsoft-copilot:microsoft-copilot:r4-roadmap-work-iq.

Daily work

WORK-01 Clients and access points

Judgment rule: List web, desktop (Windows, macOS), iOS, Android, mobile browser and browser extension separately. For each, record login with company SSO, feature gaps against web, and MDM/Intune deployability. An installable app is different from a mobile website.

AnythingLLM

Agent cross-checked Support: partial

Docker serves a browser client, Desktop has native installers and Mobile is Android-only; these are different access/governance modes.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop, AnythingLLM Mobile for Android, AnythingLLM browser content collection extension; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=Windows, macOS, Linux, Android.

Limitations

mobile_apps: A separate free Android app can run local models or pair with Desktop/Cloud/self-hosted servers. iOS and a tested native company-SSO flow were not established.
managed_deployment: Windows silent installer switches are documented for scripted/MDM packaging. Current User install is required; all-users install is unsupported and Enterprise/Server OS use has caveats. No Intune deployment was tested.

web Is a full web client available? [supported]: Docker provides the browser-accessible multi-user UI; Desktop network discovery exposes API endpoints rather than a web UI. Sources: anythingllm:anythingllm:desktop, anythingllm:anythingllm:docker.
desktop_apps Windows and macOS apps? [supported]: Desktop installers support Windows, macOS and Linux; the app is single-user rather than a shared company-login client. Sources: anythingllm:anythingllm:desktop.
mobile_apps iOS and Android apps with SSO? [partial]: A separate free Android app can run local models or pair with Desktop/Cloud/self-hosted servers. iOS and a tested native company-SSO flow were not established. Sources: anythingllm:anythingllm:mobile.
browser_extension Is there a browser extension or sidebar? [supported]: A content collection extension supports Chrome/Edge/Brave/Firefox and connects with an instance API key. Sources: anythingllm:anythingllm:ext.
managed_deployment Can IT deploy and configure clients through MDM? [partial]: Windows silent installer switches are documented for scripted/MDM packaging. Current User install is required; all-users install is unsupported and Enterprise/Server OS use has caveats. No Intune deployment was tested. Sources: anythingllm:anythingllm:windows.
client_feature_gaps Which features are missing on mobile? [supported]: Desktop lacks multi-user/workspace administration; Android is a separate local/pairing client; Desktop-only meeting features currently target Windows/macOS. Sources: anythingllm:anythingllm:desktop, anythingllm:anythingllm:mobile, anythingllm:anythingllm:meeting-intro.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:desktop, anythingllm:anythingllm:docker, anythingllm:anythingllm:mobile, anythingllm:anythingllm:ext, anythingllm:anythingllm:windows, anythingllm:anythingllm:meeting-intro.

Microsoft Copilot

Agent cross-checked Support: partial

Web and native access are documented, with authoring gaps on mobile.

Limitations

Windows MDM deployment is documented; full mobile deployment/configuration parity was not tested.

web Is a full web client available? [supported]: The browser client is available for paid Copilot and Copilot Chat. Sources: microsoft-copilot:ms-price-us.
desktop_apps Windows and macOS apps? [supported]: Cowork documentation lists Windows and macOS Copilot clients. Sources: microsoft-copilot:ms-cowork.
mobile_apps iOS and Android apps with SSO? [partial]: Cowork lists iPhone and Android apps under the licensed account; mobile SSO was not trialled. Sources: microsoft-copilot:ms-cowork.
browser_extension Is there a browser extension or sidebar? [partial]: Copilot is available in the Edge sidebar; this does not establish a separate third-party browser extension. Sources: microsoft-copilot:ms-chat-usage.
managed_deployment Can IT deploy and configure clients through MDM? [supported]: For Windows, IT can distribute the Copilot executable through Intune, Configuration Manager, Group Policy or another MDM and control automatic installation. EEA, government and channel exclusions apply to automatic installation; full mobile policy parity was not tested. Sources: microsoft-copilot:microsoft-copilot:r4-mdm-deployment.
client_feature_gaps Which features are missing on mobile? [partial]: Agent Builder is unavailable on mobile; other feature differences vary by release. Sources: microsoft-copilot:ms-builder.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-cowork, microsoft-copilot:ms-chat-usage, microsoft-copilot:ms-builder, microsoft-copilot:microsoft-copilot:r4-mdm-deployment.

WORK-02 Office suite and Teams integration

Judgment rule: Record presence inside Word, Excel, PowerPoint, Outlook and Teams (and Google Docs, Gmail), with what the assistant can do in each: read the open document, write into it, act on mail. Record extra licences and admin consent needed. A connector that searches Office files is KNOW-03, not WORK-02.

AnythingLLM

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.

Microsoft Copilot

Agent cross-checked Support: partial

The paid offering works inside Microsoft 365 apps; Chat has narrower contextual access.

Limitations

Unverified parts: google_workspace_apps.

word_excel_powerpoint Does it work inside Word, Excel and PowerPoint? [supported]: Paid Copilot is integrated in Word, Excel and PowerPoint; Chat open-content interactions are narrower. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-chat-privacy.
outlook Does it work inside Outlook? [supported]: Chat in Outlook can use the user mailbox/calendar and a limited set of accessible files. Sources: microsoft-copilot:ms-chat-privacy.
teams Is there a Teams app or bot? [supported]: Paid Copilot includes Teams; the Chat entry point also appears in Teams. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-chat-usage.
google_workspace_apps Does it work inside Docs, Sheets or Gmail? [unknown]: Does it work inside Docs, Sheets or Gmail? Unverified after checking pricing, Chat organizational-data and deployment documentation; native Google Workspace editing integrations not established.
licence_prerequisites Which licences or consents are needed? [supported]: Paid Copilot requires an eligible M365 base licence; compliance capabilities may need further entitlements. Sources: microsoft-copilot:ms-setup.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-chat-privacy, microsoft-copilot:ms-chat-usage, microsoft-copilot:ms-setup.

WORK-03 Translation and writing

Judgment rule: Record document translation preserving layout, the translation engine (LLM or dedicated such as DeepL), glossaries, formality control, supported languages including Swiss German conventions (no ß), and rewriting/proofreading tools. Translate the shared German contract into French and Italian and record layout and glossary results.

AnythingLLM

Agent cross-checked Support: partial

Optional Desktop Magic tools support system-wide rewriting, but layout-preserving translation and company glossary controls remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=AnythingLLM Desktop; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=Desktop free Magic allowances; optional Desktop Pro; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=Windows, macOS.

Limitations

document_translation: Can whole documents be translated with formatting kept? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.
translation_engine: Generative rewrite work uses the selected model. A dedicated document translation engine/workflow was not established.
glossaries: Are company glossaries supported? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.
formality_and_variants: Can formality and regional variants (de-CH) be set? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.

document_translation Can whole documents be translated with formatting kept? [unknown]: document_translation: Can whole documents be translated with formatting kept? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.
translation_engine Which engine translates? [partial]: Generative rewrite work uses the selected model. A dedicated document translation engine/workflow was not established. Sources: anythingllm:anythingllm:pro, anythingllm:anythingllm:llmconfig.
glossaries Are company glossaries supported? [unknown]: glossaries: Are company glossaries supported? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.
formality_and_variants Can formality and regional variants (de-CH) be set? [unknown]: formality_and_variants: Can formality and regional variants (de-CH) be set? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.
writing_tools Are dedicated rewrite and proofreading tools available? [supported]: Desktop Magic Echo/Beacon/Tab offer dictation cleanup, selected-text revision and writing completion, with free allowances and optional Desktop Pro. Sources: anythingllm:anythingllm:pro.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:pro, anythingllm:anythingllm:llmconfig.

Microsoft Copilot

Agent cross-checked Support: partial

Copilot Chat can translate referenced document text and accept tone/audience instructions. Format-preserving Word Translator and SharePoint glossary translation are separately scoped workflows.

Availability: generally-available · Delivery: native
Scope: surfaces=Copilot in Microsoft 365 apps and Teams, Microsoft Copilot paid work chat; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Commercial Microsoft Copilot add-on for Word writing examples; general work-chat prompts where the support guide explicitly applies; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

Copilot’s prompted translation does not establish preserved page/table layout or a managed corporate glossary.
Word Translator is a separate base-app command; SharePoint/OneDrive glossary translation is separately metered document processing requiring Azure billing and permissions.
No shared translation/glossary/Swiss-language fixture or complete dedicated-engine specification was verified.

document_translation Can whole documents be translated with formatting kept? [partial]: Copilot Chat documents translation of attached or referenced file content. Microsoft separately documents Word Translator creating a formatted translated copy; that is a Word command, not a Copilot Chat formatting guarantee. No DE-to-FR/IT layout fixture was run. Sources: microsoft-copilot:microsoft-copilot:r5-chat-translation, microsoft-copilot:microsoft-copilot:r5-word-translation-boundary.
translation_engine Which engine translates? [unknown]: Unresolved on 2026-10-26. Re-read https://support.microsoft.com/en-us/microsoft-365-copilot/translate-files-into-another-language-in-microsoft-365-copilot-chat and https://word.cloud.microsoft/create/en/blog/how-to-translate-documents-in-word/ . The latter identifies Word Translator as a separate formatting-preserving command and Copilot as a drafting/rewriting route, but does not specify a dedicated Copilot translation engine/model contract. No engine was inferred from the separate Word/SharePoint services.
glossaries Are company glossaries supported? [unknown]: Unresolved on 2026-10-26. Re-read the Copilot translation support page and https://learn.microsoft.com/en-us/microsoft-365/documentprocessing/translation-glossary?view=o365-worldwide plus https://learn.microsoft.com/en-us/microsoft-365/documentprocessing/syntex-azure-billing?view=o365-worldwide . SharePoint supports glossary files in separately metered document processing; a maintained glossary enforced by Copilot Chat/Word prompts or included with a Copilot seat was not established. No glossary fixture was run.
formality_and_variants Can formality and regional variants (de-CH) be set? [partial]: Official Copilot examples accept tone/style/country and region-specific wording instructions, including refining translated Word content. A deterministic de-CH preset, terminology enforcement and dialect-quality result were not established. Sources: microsoft-copilot:microsoft-copilot:r5-chat-translation, microsoft-copilot:microsoft-copilot:r5-word-translation-boundary.
writing_tools Are dedicated rewrite and proofreading tools available? [partial]: The direct support guide documents drafting from prompts and Word paragraph rewriting; work-data-grounded prompts require the commercial Copilot subscription. Sources: microsoft-copilot:ms-writing-r2.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:ms-writing-r2, microsoft-copilot:microsoft-copilot:r5-chat-translation, microsoft-copilot:microsoft-copilot:r5-word-translation-boundary, microsoft-copilot:microsoft-copilot:r5-sharepoint-translation, microsoft-copilot:microsoft-copilot:r5-sharepoint-glossary, microsoft-copilot:microsoft-copilot:r5-sharepoint-metering.

WORK-04 Image generation and editing

Judgment rule: Record available image models, editing (inpainting, reference images), admin control and per-image cost visibility, and licence or usage terms for generated images.

AnythingLLM

Agent cross-checked Support: partial

Configured image providers generate pictures and can edit references where supported.

Limitations

image_editing: OpenAI/OpenRouter and compatible Lemonade models use reference-image editing. The documented Ollama route drops image references and generates from text only.
admin_control: Admins configure provider credentials and model. A separate per-group image-generation cost/permission policy was not established.
usage_terms: What usage rights apply to output? Output rights and complete per-image cost visibility depend on the model/provider contract and were not established here.

image_generation Can users generate images, with which models? [supported]: The /img command uses configured OpenAI, OpenRouter, Ollama or Lemonade providers and an operator-selected model. Sources: anythingllm:anythingllm:images.
image_editing Can users edit uploaded images? [partial]: OpenAI/OpenRouter and compatible Lemonade models use reference-image editing. The documented Ollama route drops image references and generates from text only. Sources: anythingllm:anythingllm:images.
admin_control Can admins restrict image generation? [partial]: Admins configure provider credentials and model. A separate per-group image-generation cost/permission policy was not established. Sources: anythingllm:anythingllm:images, anythingllm:anythingllm:security.
usage_terms What usage rights apply to output? [unknown]: usage_terms: What usage rights apply to output? Output rights and complete per-image cost visibility depend on the model/provider contract and were not established here.

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

Microsoft Copilot

Agent cross-checked Support: partial

Image generation and an administrator restriction are documented. General output ownership terms apply; editing and image-model-specific rights remain incomplete.

Limitations

Image editing remains unverified.
Administrator image-generation controls are documented; full image-model-specific output rights remain unverified.

image_generation Can users generate images, with which models? [partial]: Create/image generation appears in Chat and paid offerings; the current image-model mapping was not established. Sources: microsoft-copilot:ms-price-us.
image_editing Can users edit uploaded images? [unknown]: Can users edit uploaded images? Unverified after checking Copilot commercial comparison and release notes; current editing, model-specific cost, image policy and output licence terms not fully retrieved.
admin_control Can admins restrict image generation? [supported]: An authorized administrator can allow or prevent supported image generation under Copilot Settings. Availability depends on the tenant licence, enabled features and rollout; group-level behavior was not tested. Sources: microsoft-copilot:microsoft-copilot:r4-image-admin.
usage_terms What usage rights apply to output? [partial]: The commercial Generative AI Product Terms treat output as Customer Data and state Microsoft does not own it. A complete image-model-specific rights or third-party restriction matrix was not verified. Sources: microsoft-copilot:microsoft-copilot:r4-online-service-terms.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:microsoft-copilot:r4-image-admin, microsoft-copilot:microsoft-copilot:r4-online-service-terms.

WORK-05 Voice and meetings

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

AnythingLLM

Agent cross-checked Support: partial

Audio transcription/read-aloud are configurable. Free meeting capture and local transcription are Desktop-only on Windows/macOS.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=Desktop-only Meeting Assistant; downloaded transcription models, Optional provider-specific audio services; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

dictation: Transcription providers and Desktop Magic Echo support spoken input; exact supported dialects and a shared dictation fixture were not verified.
voice_conversation: Is a live voice mode available? No continuous live conversational voice mode or Swiss German recognition quality was verified.
swiss_german_speech: Is Swiss German speech recognised? No continuous live conversational voice mode or Swiss German recognition quality was verified.

dictation Can users dictate prompts? [partial]: Transcription providers and Desktop Magic Echo support spoken input; exact supported dialects and a shared dictation fixture were not verified. Sources: anythingllm:anythingllm:stt, anythingllm:anythingllm:pro.
read_aloud Can answers be read aloud? [supported]: System-native, local/browser Piper, self-hosted Kokoro and cloud TTS routes are documented; the chosen engine determines processing. Sources: anythingllm:anythingllm:tts.
voice_conversation Is a live voice mode available? [unknown]: voice_conversation: Is a live voice mode available? No continuous live conversational voice mode or Swiss German recognition quality was verified.
meeting_summaries Are meetings transcribed and summarised? [supported]: Desktop Meeting Assistant records/imports meetings, transcribes locally and summarizes with the chosen local/cloud model. A cloud summary sends the transcript to that provider; Linux is not currently supported. Sources: anythingllm:anythingllm:meeting-intro, anythingllm:anythingllm:meeting.
swiss_german_speech Is Swiss German speech recognised? [unknown]: swiss_german_speech: Is Swiss German speech recognised? No continuous live conversational voice mode or Swiss German recognition quality was verified.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:stt, anythingllm:anythingllm:pro, anythingllm:anythingllm:tts, anythingllm:anythingllm:meeting-intro, anythingllm:anythingllm:meeting.

Microsoft Copilot

Agent cross-checked Support: partial

Work-account dictation, read-aloud and live voice are documented with availability limits.

Limitations

Unverified parts: meeting_summaries, swiss_german_speech.
Read each atomic answer for its plan, access and feature limits.

dictation Can users dictate prompts? [supported]: Work/school dictation sends speech to Microsoft for transcription without retaining dictation audio. Sources: microsoft-copilot:ms-voice.
read_aloud Can answers be read aloud? [supported]: Read-aloud uses client-side text-to-speech. Sources: microsoft-copilot:ms-voice.
voice_conversation Is a live voice mode available? [partial]: Live voice is documented for work/school accounts, subject to subscription and region; feedback audio is removed after 48 hours. Sources: microsoft-copilot:ms-voice.
meeting_summaries Are meetings transcribed and summarised? [unknown]: Are meetings transcribed and summarised? Unverified after checking Copilot Voice and work-language pages; meeting transcription prerequisites and Swiss German dialect recognition not tested or established.
swiss_german_speech Is Swiss German speech recognised? [unknown]: Is Swiss German speech recognised? Unverified after checking Copilot Voice and work-language pages; meeting transcription prerequisites and Swiss German dialect recognition not tested or established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-voice.

WORK-06 Data analysis and document output

Judgment rule: Record code execution for data analysis, charts, and generation of downloadable Word, Excel, PowerPoint and PDF files. Analyse the fixture Excel and request a PowerPoint summary. Record where code runs and whether files are editable.

AnythingLLM

Agent cross-checked Support: partial

Built-in Agent skills generate charts and downloadable Office/PDF documents; executed spreadsheet analysis and iterative canvas editing were not tested.

Limitations

data_analysis: Can it analyse spreadsheets with executed code? No shared spreadsheet execution/formula analysis, editable PowerPoint fidelity or document-canvas fixture was run. Built-in chart creation does not establish a general code interpreter.
canvas_editing: Is there a document or canvas editor for iterating on output? No shared spreadsheet execution/formula analysis, editable PowerPoint fidelity or document-canvas fixture was run. Built-in chart creation does not establish a general code interpreter.

data_analysis Can it analyse spreadsheets with executed code? [unknown]: data_analysis: Can it analyse spreadsheets with executed code? No shared spreadsheet execution/formula analysis, editable PowerPoint fidelity or document-canvas fixture was run. Built-in chart creation does not establish a general code interpreter.
charts Can it produce charts? [supported]: An enabled chart skill creates charts from prompts or workspace data. Sources: anythingllm:anythingllm:chart.
office_file_output Can it create Word, Excel or PowerPoint files? [supported]: The built-in Document Generation skill lists text, PDF, Excel, DOCX and PowerPoint outputs; the guide recommends capable models for PowerPoint. Sources: anythingllm:anythingllm:docgen.
canvas_editing Is there a document or canvas editor for iterating on output? [unknown]: canvas_editing: Is there a document or canvas editor for iterating on output? No shared spreadsheet execution/formula analysis, editable PowerPoint fidelity or document-canvas fixture was run. Built-in chart creation does not establish a general code interpreter.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:chart, anythingllm:anythingllm:docgen.

Microsoft Copilot

Agent cross-checked Support: partial

Python execution and downloadable Office files are documented.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Paid Microsoft Copilot with code interpreter/eligible Agent Builder agents; generated Word/Excel/PowerPoint files as documented for Chat; add_ons=Eligible Microsoft 365 base subscription, Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages, Source-service credentials/subscriptions and Purview entitlements where required; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

No analysis entitlement is inferred for every included-Chat client. Scope uses the paid Copilot code path explicitly named by the security architecture.
No spreadsheet/formula or editable-PowerPoint fixture was run. Notebook instruction sharing is not counted as an output canvas.

data_analysis Can it analyse spreadsheets with executed code? [supported]: In the paid Copilot/eligible agent code-interpreter path, LLM-generated Python runs in isolated Azure VMs with no network traffic. Sources: microsoft-copilot:ms-code-r2.
charts Can it produce charts? [supported]: The same paid code-interpreter path can generate data visualizations. Sources: microsoft-copilot:ms-code-r2.
office_file_output Can it create Word, Excel or PowerPoint files? [supported]: Chat's Word/Excel/PowerPoint agents generate files: Word/Excel download; PowerPoint uses OneDrive when available, otherwise download. Sources: microsoft-copilot:ms-chat-privacy-r2.
canvas_editing Is there a document or canvas editor for iterating on output? [unknown]: Notebook instruction editing does not establish an editor for generated output. Output-canvas behavior remains unverified after checking code-interpreter, file-generation and notebook instruction documentation.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-code-r2, microsoft-copilot:ms-chat-privacy-r2.

WORK-07 Sharing and team spaces

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

AnythingLLM

Agent cross-checked Support: partial

Docker workspaces share knowledge with assigned users; shared live conversation behavior remains unverified.

Limitations

share_chats: Can chats be shared inside the organisation? Authenticated chat-share links, simultaneous multi-person AI conversation and recipient transcript/source visibility were not established by the workspace and chat-log guides.
group_chat: Can several people chat together with the AI? Authenticated chat-share links, simultaneous multi-person AI conversation and recipient transcript/source visibility were not established by the workspace and chat-log guides.
share_permission_boundary: Embedded files become accessible to every assigned workspace user; this does not preserve an arbitrary original source ACL. A cross-group chat-sharing fixture was not run.

share_chats Can chats be shared inside the organisation? [unknown]: share_chats: Can chats be shared inside the organisation? Authenticated chat-share links, simultaneous multi-person AI conversation and recipient transcript/source visibility were not established by the workspace and chat-log guides.
team_spaces Are shared projects or workspaces available? [supported]: Multi-user workspaces can be assigned to users, who share the embedded knowledge available there. Sources: anythingllm:anythingllm:security, anythingllm:anythingllm:docchat.
group_chat Can several people chat together with the AI? [unknown]: group_chat: Can several people chat together with the AI? Authenticated chat-share links, simultaneous multi-person AI conversation and recipient transcript/source visibility were not established by the workspace and chat-log guides.
share_permission_boundary Does sharing respect the recipient's access to sources? [partial]: Embedded files become accessible to every assigned workspace user; this does not preserve an arbitrary original source ACL. A cross-group chat-sharing fixture was not run. Sources: anythingllm:anythingllm:docchat.

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

Microsoft Copilot

Agent cross-checked Support: partial

Shared notebooks and agents are documented; chat-sharing boundaries remain untested.

Limitations

Unverified parts: share_chats, group_chat, share_permission_boundary.

share_chats Can chats be shared inside the organisation? [unknown]: Can chats be shared inside the organisation? Unverified after checking notebook sharing and Agent Builder limitations; no cross-group chat-sharing or group-chat test.
team_spaces Are shared projects or workspaces available? [supported]: Users can collaborate on shared notebooks and share agents. Sources: microsoft-copilot:ms-notebook-instructions, microsoft-copilot:ms-agents.
group_chat Can several people chat together with the AI? [unknown]: Can several people chat together with the AI? Unverified after checking notebook sharing and Agent Builder limitations; no cross-group chat-sharing or group-chat test.
share_permission_boundary Does sharing respect the recipient's access to sources? [unknown]: Does sharing respect the recipient's access to sources? Unverified after checking notebook sharing and Agent Builder limitations; no cross-group chat-sharing or group-chat test.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-notebook-instructions, microsoft-copilot:ms-agents.

WORK-08 Interface languages and accessibility

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

AnythingLLM

Agent cross-checked Support: partial

The pinned frontend registers English, German, French and Italian, with fallback behavior; translation quality and WCAG conformance remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server; version=New code findings at v1.19.0 / 9b1fcab141000eaba9f78ed131151de04904454b (published 2026-10-26); earlier accepted facts retain their own pins; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

German administrator labels are present in pinned source; full German/French/Italian screen coverage and naturalness were not observed.
No WCAG conformance statement or full accessibility walkthrough was verified.

ui_languages Which UI languages are offered? [supported]: The locale implementation registers en, de, fr and it among other resources. Sources: anythingllm:anythingllm:i18n-pin.
dach_language_quality Are German, French and Italian UIs complete and natural? [unknown]: dach_language_quality: Are German, French and Italian UIs complete and natural? No full DE/FR/IT UI walkthrough, German admin-screen completeness review or WCAG conformance report was verified.
accessibility_statement Is there a WCAG conformance statement? [unknown]: accessibility_statement: Is there a WCAG conformance statement? No full DE/FR/IT UI walkthrough, German admin-screen completeness review or WCAG conformance report was verified.
admin_ui_languages Is the admin interface available in German? [partial]: The pinned German locale includes user management, invitations, event logs and administrator settings labels. Complete admin-screen coverage, translation quality and WCAG conformance were not observed. Sources: anythingllm:anythingllm:r4-german-admin.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: anythingllm:anythingllm:i18n-pin, anythingllm:anythingllm:r4-german-admin.

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft lists the target European languages; naturalness and conformance remain unchecked.

Limitations

Localization availability is documented; linguistic quality was not observed.

ui_languages Which UI languages are offered? [supported]: Microsoft lists English, German, French and Italian among supported work languages and states localization. Sources: microsoft-copilot:ms-language.
dach_language_quality Are German, French and Italian UIs complete and natural? [unknown]: Are German, French and Italian UIs complete and natural? Unverified after checking supported-language page; no localized UI inspection, admin-language pass or product-specific WCAG report.
accessibility_statement Is there a WCAG conformance statement? [unknown]: Is there a WCAG conformance statement? Unverified after checking supported-language page; no localized UI inspection, admin-language pass or product-specific WCAG report.
admin_ui_languages Is the admin interface available in German? [unknown]: Is the admin interface available in German? Unverified after checking supported-language page; no localized UI inspection, admin-language pass or product-specific WCAG report.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-language.

Administration and governance

ADM-01 Single sign-on and authentication

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

AnythingLLM

Agent cross-checked Support: partial

The standard Docker project documents a privileged simple-SSO passthrough; the commercial Enterprise offer advertises SSO without public protocol details.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Cloud managed instance; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=Custom trusted login integration for Simple SSO, Quote-only Enterprise for the advertised SSO offer; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

sso_protocols: Simple SSO generates one-use temporary links for existing users through an API key. It is not evidence of built-in SAML/OIDC/LDAP federation; those protocol details were not verified.
sso_plan: Simple passthrough is documented for self-hosted multi-user mode. Quote-only Enterprise separately advertises SSO, with public protocol/feature scope unspecified.
mfa: Can MFA be enforced? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.
conditional_access: Do Entra conditional-access policies apply? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.
domain_capture: Can the company claim its email domain? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.

sso_protocols Which SSO protocols and identity providers work? [partial]: Simple SSO generates one-use temporary links for existing users through an API key. It is not evidence of built-in SAML/OIDC/LDAP federation; those protocol details were not verified. Sources: anythingllm:anythingllm:config.
sso_plan Which plan includes SSO? [partial]: Simple passthrough is documented for self-hosted multi-user mode. Quote-only Enterprise separately advertises SSO, with public protocol/feature scope unspecified. Sources: anythingllm:anythingllm:config, anythingllm:anythingllm:cloud.
mfa Can MFA be enforced? [unknown]: mfa: Can MFA be enforced? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.
conditional_access Do Entra conditional-access policies apply? [unknown]: conditional_access: Do Entra conditional-access policies apply? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.
domain_capture Can the company claim its email domain? [unknown]: domain_capture: Can the company claim its email domain? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:config, anythingllm:anythingllm:cloud.

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft 365 identity, MFA and conditional-access setup are documented.

Limitations

Unverified parts: domain_capture.
Read each atomic answer for its plan, access and feature limits.

sso_protocols Which SSO protocols and identity providers work? [partial]: Copilot uses Microsoft 365/Entra work accounts; exact application protocol and direct LDAP alternatives were not verified. Sources: microsoft-copilot:ms-price-us.
sso_plan Which plan includes SSO? [supported]: Chat requires an eligible M365 account; paid access adds a Copilot licence. Sources: microsoft-copilot:ms-price-us.
mfa Can MFA be enforced? [supported]: Deployment guidance documents enforcing MFA through Entra policies. Sources: microsoft-copilot:ms-setup.
conditional_access Do Entra conditional-access policies apply? [partial]: Setup guidance documents conditional access, including SharePoint tenant-level policies. Sources: microsoft-copilot:ms-setup.
domain_capture Can the company claim its email domain? [unknown]: Can the company claim its email domain? Unverified after checking Copilot licence and deployment guidance; no trial SSO login or domain-claim test.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-setup.

ADM-02 User provisioning and lifecycle

Judgment rule: Record SCIM, just-in-time provisioning, group sync from the identity provider, deprovisioning effects (chats, assistants, knowledge ownership transfer) and licence assignment. Deprovision a test user and record what happens to their content.

AnythingLLM

Agent cross-checked Support: partial

Admins or API clients create users and assign workspaces; provisioning standards and leaver asset transfer remain unverified.

Limitations

scim: Is SCIM provisioning supported? SCIM and identity-provider group synchronization were not established in the public configuration and Enterprise offer.
group_sync: Are identity-provider groups synced? SCIM and identity-provider group synchronization were not established in the public configuration and Enterprise offer.
jit_provisioning: Simple SSO explicitly requires a user to exist before login; an external system can create the user through the API. This is custom provisioning, not a verified automatic IdP JIT flow.
deprovisioning: Admin routes implement user deletion and log the event. A fixture verifying chat/knowledge ownership transfer and active-session revocation was not run.

scim Is SCIM provisioning supported? [unknown]: scim: Is SCIM provisioning supported? SCIM and identity-provider group synchronization were not established in the public configuration and Enterprise offer.
group_sync Are identity-provider groups synced? [unknown]: group_sync: Are identity-provider groups synced? SCIM and identity-provider group synchronization were not established in the public configuration and Enterprise offer.
jit_provisioning Are users created at first login? [partial]: Simple SSO explicitly requires a user to exist before login; an external system can create the user through the API. This is custom provisioning, not a verified automatic IdP JIT flow. Sources: anythingllm:anythingllm:config.
deprovisioning What happens to a removed user's data and shared assets? [partial]: Admin routes implement user deletion and log the event. A fixture verifying chat/knowledge ownership transfer and active-session revocation was not run. Sources: anythingllm:anythingllm:admin-pin.
seat_assignment Can admins assign and reclaim seats? [supported]: Admins create/manage users and workspace membership under the no-seat-fee self-hosted licence. Sources: anythingllm:anythingllm:security, anythingllm:anythingllm:admin-pin, anythingllm:anythingllm:license.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:config, anythingllm:anythingllm:admin-pin, anythingllm:anythingllm:security, anythingllm:anythingllm:license.

Microsoft Copilot

Agent cross-checked Support: partial

Seat assignment is tenant-managed; provisioning and content-transfer details remain open.

Limitations

Unverified parts: scim, group_sync, jit_provisioning, deprovisioning.

scim Is SCIM provisioning supported? [unknown]: Is SCIM provisioning supported? Unverified after checking Microsoft Copilot setup; SCIM/JIT, group provisioning and leaver asset transfer were not separately documented or tested.
group_sync Are identity-provider groups synced? [unknown]: Are identity-provider groups synced? Unverified after checking Microsoft Copilot setup; SCIM/JIT, group provisioning and leaver asset transfer were not separately documented or tested.
jit_provisioning Are users created at first login? [unknown]: Are users created at first login? Unverified after checking Microsoft Copilot setup; SCIM/JIT, group provisioning and leaver asset transfer were not separately documented or tested.
deprovisioning What happens to a removed user's data and shared assets? [unknown]: What happens to a removed user's data and shared assets? Unverified after checking Microsoft Copilot setup; SCIM/JIT, group provisioning and leaver asset transfer were not separately documented or tested.
seat_assignment Can admins assign and reclaim seats? [supported]: M365 administrators assign purchased Copilot licences to users. Sources: microsoft-copilot:ms-setup.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-setup.

ADM-03 Roles, groups and feature permissions

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

AnythingLLM

Agent cross-checked Support: partial

Standard Docker multi-user governance uses Admin, Manager and Default roles plus workspace membership.

Limitations

groups: Can permissions be set per group? An independently configurable local/IdP group object and two-group permission fixture were not established.
feature_toggles: Operators configure available Agent skills, providers and workspaces. A fine-grained per-group feature matrix was not established for standard roles.
multi_entity: Workspaces separate access within one installation; legal-entity tenancy, separate operator boundaries and a multi-entity contract were not verified.

admin_roles Which admin roles exist, and can admin rights be delegated? [supported]: Admins control the whole system; Managers manage workspaces but cannot change the system LLM/embedder/vector settings; Default users chat in assigned workspaces. Sources: anythingllm:anythingllm:security.
groups Can permissions be set per group? [unknown]: groups: Can permissions be set per group? An independently configurable local/IdP group object and two-group permission fixture were not established.
feature_toggles Which features can be switched on or off per group? [partial]: Operators configure available Agent skills, providers and workspaces. A fine-grained per-group feature matrix was not established for standard roles. Sources: anythingllm:anythingllm:agent-setup, anythingllm:anythingllm:security.
multi_entity Can subsidiaries or departments be separated within one contract? [partial]: Workspaces separate access within one installation; legal-entity tenancy, separate operator boundaries and a multi-entity contract were not verified. Sources: anythingllm:anythingllm:security.

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

Microsoft Copilot

Agent cross-checked Support: partial

Administrative roles and selected group-targeted controls are documented.

Limitations

No disabled-feature test with two groups was performed.

admin_roles Which admin roles exist, and can admin rights be delegated? [supported]: M365, SharePoint, Purview and billing functions use distinct administrator roles. Sources: microsoft-copilot:ms-setup, microsoft-copilot:ms-cost-setup.
groups Can permissions be set per group? [supported]: Web-search and Anthropic settings can target groups. Sources: microsoft-copilot:ms-manage, microsoft-copilot:ms-anthropic.
feature_toggles Which features can be switched on or off per group? [partial]: Admins control web search and Agent Builder; Anthropic access has separate user/group controls. Sources: microsoft-copilot:ms-manage, microsoft-copilot:ms-builder, microsoft-copilot:ms-anthropic.
multi_entity Can subsidiaries or departments be separated within one contract? [unknown]: Can subsidiaries or departments be separated within one contract? Unverified after checking Copilot admin controls; complete feature-by-group and subsidiary isolation behavior not tested.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-setup, microsoft-copilot:ms-cost-setup, microsoft-copilot:ms-manage, microsoft-copilot:ms-anthropic, microsoft-copilot:ms-builder.

ADM-04 Usage and adoption analytics

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

AnythingLLM

Agent cross-checked Support: partial

Authorized accounts can inspect chat/event activity and export chat logs; a full adoption/cost dashboard was not verified.

Limitations

adoption_dashboard: Is there an adoption dashboard? A dedicated adoption dashboard and pseudonymized/aggregated per-person reporting controls were not established; optional anonymous product telemetry is a separate data flow.
breakdowns: Chat logs are available per workspace/user to authorized accounts; complete model/feature/assistant/group adoption breakdowns were not established.
privacy_modes: Can per-person reporting be limited or pseudonymised? A dedicated adoption dashboard and pseudonymized/aggregated per-person reporting controls were not established; optional anonymous product telemetry is a separate data flow.

adoption_dashboard Is there an adoption dashboard? [unknown]: adoption_dashboard: Is there an adoption dashboard? A dedicated adoption dashboard and pseudonymized/aggregated per-person reporting controls were not established; optional anonymous product telemetry is a separate data flow.
breakdowns Can usage be broken down by group, model, feature and assistant? [partial]: Chat logs are available per workspace/user to authorized accounts; complete model/feature/assistant/group adoption breakdowns were not established. Sources: anythingllm:anythingllm:logs, anythingllm:anythingllm:event.
export Can usage data be exported? [supported]: Chat logs export as CSV, JSON, Alpaca JSON or OpenAI-style JSONL once at least ten logs exist. Sources: anythingllm:anythingllm:logs.
privacy_modes Can per-person reporting be limited or pseudonymised? [unknown]: privacy_modes: Can per-person reporting be limited or pseudonymised? A dedicated adoption dashboard and pseudonymized/aggregated per-person reporting controls were not established; optional anonymous product telemetry is a separate data flow.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:logs, anythingllm:anythingllm:event.

Microsoft Copilot

Agent cross-checked Support: partial

Chat and paid usage reports are separate and have privacy controls.

Limitations

Read each atomic answer for its plan, access and feature limits.

adoption_dashboard Is there an adoption dashboard? [supported]: Microsoft publishes distinct paid Copilot and unlicensed Chat usage dashboards. Sources: microsoft-copilot:ms-usage, microsoft-copilot:ms-chat-usage.
breakdowns Can usage be broken down by group, model, feature and assistant? [partial]: Reports include application entry points and user activity; complete model/group/assistant breakdowns were not verified. Sources: microsoft-copilot:ms-usage, microsoft-copilot:ms-chat-usage.
export Can usage data be exported? [supported]: The Chat report exports all reported user usage as CSV. Sources: microsoft-copilot:ms-chat-usage.
privacy_modes Can per-person reporting be limited or pseudonymised? [supported]: Identifying user, group and site fields are hidden by default; administrators can change report settings. Sources: microsoft-copilot:ms-usage.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-usage, microsoft-copilot:ms-chat-usage.

ADM-05 Spend controls and cost allocation

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

AnythingLLM

Agent cross-checked Support: partial

Per-user message quotas control consumption; monetary budgets and cost-centre allocation were not established.

Limitations

cost_visibility: Authorized users see chat activity by workspace/user. The reviewed sources do not establish actual billed currency cost by group.
budgets: Admins can set per-user daily message quotas. This is a count limit, not a documented CHF/EUR budget or pooled cost-centre allowance.
chargeback: Can costs be exported per cost centre? Monetary spend caps, model downgrades and cost-centre chargeback export were not verified.

cost_visibility Can admins see cost or consumption per user and group? [partial]: Authorized users see chat activity by workspace/user. The reviewed sources do not establish actual billed currency cost by group. Sources: anythingllm:anythingllm:logs.
budgets Can budgets be set per user or group? [partial]: Admins can set per-user daily message quotas. This is a count limit, not a documented CHF/EUR budget or pooled cost-centre allowance. Sources: anythingllm:anythingllm:user-pin.
budget_enforcement Does reaching a budget alert, block or downgrade? [supported]: The inspected non-admin multi-user chat route aborts before generation when the trailing-24-hour message quota is reached. Sources: anythingllm:anythingllm:chat-pin, anythingllm:anythingllm:user-pin.
chargeback Can costs be exported per cost centre? [unknown]: chargeback: Can costs be exported per cost centre? Monetary spend caps, model downgrades and cost-centre chargeback export were not verified.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:logs, anythingllm:anythingllm:user-pin, anythingllm:anythingllm:chat-pin.

Microsoft Copilot

Agent cross-checked Support: partial

Metered-service cost management supports limits; exact stop semantics need verification.

Limitations

Prepaid-credit exhaustion alone can continue into PAYG; it is not itself a hard budget.

cost_visibility Can admins see cost or consumption per user and group? [partial]: The cost dashboard shows credit consumption and billing configuration; complete cost-centre mapping was not verified. Sources: microsoft-copilot:ms-cost-setup.
budgets Can budgets be set per user or group? [supported]: Policies support monthly spending limits and optional per-user limits. Sources: microsoft-copilot:ms-cost-setup.
budget_enforcement Does reaching a budget alert, block or downgrade? [partial]: The setup describes limits on monthly credit spend, but overshoot, timing and enforcement were not tested. Sources: microsoft-copilot:ms-cost-setup.
chargeback Can costs be exported per cost centre? [unknown]: Can costs be exported per cost centre? Unverified after checking Copilot Credits cost management and rate documentation; chargeback exports and enforced-stop timing not established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-cost-setup.

ADM-06 Audit logs and compliance export

Judgment rule: Record which events are logged (logins, admin changes, prompts, responses, file access, connector queries), retention, export or SIEM streaming, and eDiscovery/legal hold. Use the word audit only with a defined retention and integrity model.

AnythingLLM

Agent cross-checked Support: partial

Event logs record named administrative/security activity and chats are exportable. Immutable audit retention and legal hold remain unverified.

Limitations

siem_export: Can logs stream to a SIEM or be exported? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.
ediscovery: Are eDiscovery and legal hold supported? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.
log_retention: How long are logs kept? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.

admin_events Are admin and security events logged? [supported]: Pinned admin routes log user creation/deletion, invitation and API-key events; docs also name logins, setting changes and uploads. Sources: anythingllm:anythingllm:admin-pin, anythingllm:anythingllm:event.
content_logging Can prompts and answers be retained for compliance, and is it configurable? [supported]: Workspace chat history/logs retain prompts/responses and expose permissioned exports. Retention and external copies depend on the deployment. Sources: anythingllm:anythingllm:logs.
siem_export Can logs stream to a SIEM or be exported? [unknown]: siem_export: Can logs stream to a SIEM or be exported? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.
ediscovery Are eDiscovery and legal hold supported? [unknown]: ediscovery: Are eDiscovery and legal hold supported? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.
log_retention How long are logs kept? [unknown]: log_retention: How long are logs kept? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:admin-pin, anythingllm:anythingllm:event, anythingllm:anythingllm:logs.

Microsoft Copilot

Agent cross-checked Support: partial

Purview provides interaction records and compliance retention, with licence-dependent policies.

Limitations

Compliance copies differ from the visible chat history. No export or hold test was run.

admin_events Are admin and security events logged? [supported]: With auditing enabled, Purview logs Copilot admin changes and user resource/agent metadata. Sources: microsoft-copilot:ms-audit.
content_logging Can prompts and answers be retained for compliance, and is it configurable? [supported]: Prompts/responses are retained in Exchange-backed compliance copies; administrators can apply retention. Sources: microsoft-copilot:ms-retention.
siem_export Can logs stream to a SIEM or be exported? [supported]: Purview supports export of Copilot audit events. Microsoft documents EXO CSV export and Office 365 Management Activity API streaming of CopilotInteraction events to a SIEM; this does not imply full prompt/response content in audit metadata. Sources: microsoft-copilot:microsoft-copilot:r4-audit-export, microsoft-copilot:microsoft-copilot:r4-audit-api.
ediscovery Are eDiscovery and legal hold supported? [supported]: Hidden interaction copies are searchable through eDiscovery and remain subject to holds. Sources: microsoft-copilot:ms-retention.
log_retention How long are logs kept? [partial]: Audit Standard and Premium have distinct retention entitlements; a product-specific integrity and exact retention configuration was not verified. Sources: microsoft-copilot:ms-audit-standard.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:ms-audit, microsoft-copilot:ms-retention, microsoft-copilot:ms-audit-standard, microsoft-copilot:microsoft-copilot:r4-audit-export, microsoft-copilot:microsoft-copilot:r4-audit-api.

ADM-07 Data loss prevention and personal data

Judgment rule: Record detection and handling of personal and confidential data before it reaches a model: redaction, masking, blocking, warning. Record integration with Purview, Netskope or similar, and whether filtering runs locally or at a third party. Send a fixture prompt with a Swiss AHV number and IBAN and record the outcome.

AnythingLLM

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.

Microsoft Copilot

Agent cross-checked Support: partial

Purview can block sensitive prompts when configured; its default policy simulates.

Limitations

No Swiss AHV or IBAN test was performed.

pii_detection Is personal data detected in prompts and files? [supported]: Purview DLP can match selected sensitive information types in prompts. Sources: microsoft-copilot:ms-dlp.
pii_action Is it redacted, masked, blocked or only warned? [supported]: Configured policies prevent prompt processing; the default policy is simulation/alert mode. Sources: microsoft-copilot:ms-dlp, microsoft-copilot:ms-dlp-default.
custom_patterns Can admins add custom patterns or terms? [supported]: The Copilot DLP location supports custom sensitive-information types for prompt blocking. This control is in preview and subject to tenant rollout and licensing; the location does not scan files uploaded directly in prompts. No AHV/IBAN fixture was run. Sources: microsoft-copilot:microsoft-copilot:r4-custom-dlp-types.
dlp_integration Does it integrate with an existing DLP product? [partial]: Microsoft Purview is the documented integration; base subscription entitlements determine available controls. Sources: microsoft-copilot:ms-dlp, microsoft-copilot:ms-setup.
filter_location Where does filtering run? [unknown]: Where does filtering run? Unverified after checking Purview DLP documentation; custom AHV/IBAN patterns, filtering geography and fixture behavior unverified.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:ms-dlp, microsoft-copilot:ms-dlp-default, microsoft-copilot:ms-setup, microsoft-copilot:microsoft-copilot:r4-custom-dlp-types.

ADM-08 AI policy and guardrails

Judgment rule: Record organisation-wide system instructions, acceptable-use notices and acknowledgement, content filters, topic restrictions, AI-output labelling, and admin visibility of policy violations. Separate enforced policy from instructions the model is expected to follow.

AnythingLLM

Agent cross-checked Support: partial

Workspace instructions can guide models; a mandatory organization-wide policy and violation system remain unverified.

Limitations

org_instructions: Admins/Managers configure workspace/system prompt context and model defaults. A single unavoidable organization policy and its enforcement were not established.
usage_notice: Can users be required to accept a usage policy? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.
content_filters: Are content filters configurable? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.
violation_reporting: Are policy hits visible to admins? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.

org_instructions Can admins set organisation-wide instructions? [partial]: Admins/Managers configure workspace/system prompt context and model defaults. A single unavoidable organization policy and its enforcement were not established. Sources: anythingllm:anythingllm:security, anythingllm:anythingllm:systemprompt, anythingllm:anythingllm:llmconfig.
usage_notice Can users be required to accept a usage policy? [unknown]: usage_notice: Can users be required to accept a usage policy? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.
content_filters Are content filters configurable? [unknown]: content_filters: Are content filters configurable? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.
violation_reporting Are policy hits visible to admins? [unknown]: violation_reporting: Are policy hits visible to admins? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.

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

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft documents safety controls and policy metadata; organization-wide instruction enforcement remains unverified.

Limitations

Unverified parts: org_instructions, usage_notice.
Read each atomic answer for its plan, access and feature limits.

org_instructions Can admins set organisation-wide instructions? [unknown]: Can admins set organisation-wide instructions? Unverified after checking Copilot privacy and audit schemas; organization-wide instructions and mandatory AUP acknowledgement not established.
usage_notice Can users be required to accept a usage policy? [unknown]: Can users be required to accept a usage policy? Unverified after checking Copilot privacy and audit schemas; organization-wide instructions and mandatory AUP acknowledgement not established.
content_filters Are content filters configurable? [partial]: Copilot documents harmful-content and prompt-injection protections; customer configurability was not established. Sources: microsoft-copilot:ms-privacy.
violation_reporting Are policy hits visible to admins? [partial]: Audit resource metadata can include policy restrictions and prompt-injection detection; complete violation coverage was not established. Sources: microsoft-copilot:ms-audit.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-privacy, microsoft-copilot:ms-audit.

Data protection and sovereignty

DATA-01 Hosting location and data residency

Judgment rule: Record country or region separately for chat storage, files and indexes, model inference, backups, logs and telemetry, and support access. Name the cloud provider. Record whether residency is default, a paid option or plan-dependent. "EU data boundary" programmes are recorded with their documented exceptions.

AnythingLLM

Agent cross-checked Support: partial

Self-hosted locations are customer-selected. Managed Cloud uses AWS, but a guaranteed country for all storage/inference/support was not established.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop, AnythingLLM Cloud managed instance; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

backups_logs_region: Self-hosted logs/storage follow deployment choices; telemetry is optional. Cloud backup/log geography and actual egress were not audited.
support_access_region: Cloud privacy explicitly allows necessary Mintplex team access for debugging/maintenance; support-access country restrictions were not established.
swiss_hosting: Customers can self-host on Swiss infrastructure. A vendor-managed Swiss Cloud region and Swiss inference/support commitment were not established.
residency_plan: Customer-operated placement is available with self-hosting. Public Basic/Pro/Enterprise offers do not establish a complete Swiss/EU data-boundary package.

storage_region Where are chats, files and indexes stored? [supported]: Docker data/embedding storage is customer configured; Desktop uses its local OS data directory. Managed Cloud documentation identifies AWS but does not establish a country. Sources: anythingllm:anythingllm:localdocker, anythingllm:anythingllm:storage, anythingllm:anythingllm:cloud-overview.
inference_region Where do model calls run, per provider? [supported]: Local endpoints run where the operator deploys them; Azure/AWS/Vertex routes and cloud APIs use the selected provider. Self-hosting the UI does not fix inference geography. Sources: anythingllm:anythingllm:built-in, anythingllm:anythingllm:azure, anythingllm:anythingllm:bedrock, anythingllm:anythingllm:vertex.
backups_logs_region Where are backups, logs and telemetry? [partial]: Self-hosted logs/storage follow deployment choices; telemetry is optional. Cloud backup/log geography and actual egress were not audited. Sources: anythingllm:anythingllm:privacy, anythingllm:anythingllm:privacy-cloud, anythingllm:anythingllm:localdocker.
support_access_region From where can vendor staff access data? [partial]: Cloud privacy explicitly allows necessary Mintplex team access for debugging/maintenance; support-access country restrictions were not established. Sources: anythingllm:anythingllm:privacy-cloud.
swiss_hosting Is Swiss hosting available? [partial]: Customers can self-host on Swiss infrastructure. A vendor-managed Swiss Cloud region and Swiss inference/support commitment were not established. Sources: anythingllm:anythingllm:localdocker, anythingllm:anythingllm:cloud-overview.
residency_plan Which plan or option provides residency? [partial]: Customer-operated placement is available with self-hosting. Public Basic/Pro/Enterprise offers do not establish a complete Swiss/EU data-boundary package. Sources: anythingllm:anythingllm:docker, anythingllm:anythingllm:cloud.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:localdocker, anythingllm:anythingllm:storage, anythingllm:anythingllm:cloud-overview, anythingllm:anythingllm:built-in, anythingllm:anythingllm:azure, anythingllm:anythingllm:bedrock, anythingllm:anythingllm:vertex, anythingllm:anythingllm:privacy, anythingllm:anythingllm:privacy-cloud, anythingllm:anythingllm:docker, anythingllm:anythingllm:cloud.

Microsoft Copilot

Agent cross-checked Support: partial

EU/EFTA commitments have separate model, web-search and operational exceptions.

Limitations

Bing web queries are outside EUDB. Anthropic opt-in changes the model-processing scope. No sovereign-cloud claims are made.

storage_region Where are chats, files and indexes stored? [partial]: Microsoft 365 tenant commitments govern interaction storage and OneDrive files; EUDB covers qualifying EU/EFTA configurations, not a universal Swiss-only deployment. Sources: microsoft-copilot:ms-chat-privacy, microsoft-copilot:ms-eudb.
inference_region Where do model calls run, per provider? [partial]: EU traffic has EUDB safeguards; optional Anthropic is excluded from EUDB and in-country processing commitments. Sources: microsoft-copilot:ms-privacy, microsoft-copilot:ms-anthropic.
backups_logs_region Where are backups, logs and telemetry? [partial]: EUDB includes pseudonymized personal system logs subject to limited-transfer exceptions; a separate backup/telemetry country map was not retrieved. Sources: microsoft-copilot:ms-eudb.
support_access_region From where can vendor staff access data? [partial]: EUDB professional-services data is committed at rest; operational transfers remain possible. This does not prove EU-only staff access. Sources: microsoft-copilot:ms-eudb.
swiss_hosting Is Swiss hosting available? [unknown]: Is Swiss hosting available? Unverified after checking Copilot privacy, EUDB and residency documentation; no comprehensive Swiss storage/inference/support matrix.
residency_plan Which plan or option provides residency? [partial]: Chat and paid Copilot use M365 commitments; model and service-specific exceptions must be applied separately. Sources: microsoft-copilot:ms-edp, microsoft-copilot:ms-anthropic.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-chat-privacy, microsoft-copilot:ms-eudb, microsoft-copilot:ms-privacy, microsoft-copilot:ms-anthropic, microsoft-copilot:ms-edp.

DATA-02 Deployment options

Judgment rule: Record multi-tenant SaaS, dedicated single-tenant instance, deployment in the customer's cloud account, on-premise and air-gapped as separate options with plan and availability. Record which features are missing in each mode, who operates it, and the documented seat or contract threshold for each mode, which can differ from the enterprise plan threshold (e.g. dedicated SaaS from 2,000 seats, own cloud from 5,000). A local-network connector or gateway that reaches on-prem data from a vendor-hosted platform is KNOW-03, not on-premise deployment.

AnythingLLM

Agent cross-checked Support: partial

Docker supports customer-cloud/on-premise operation; Cloud sells isolated managed instances and Desktop is a separate local client.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop, AnythingLLM Cloud managed instance; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

multi_tenant_saas: Is a shared SaaS offered? A shared multi-tenant SaaS was not established: the public managed offer describes private isolated instances.
air_gapped: Local models/embeddings can run after assets are downloaded. A full disconnected fixture was not run; online tools and optional periodically validated Desktop Pro need separate treatment.

multi_tenant_saas Is a shared SaaS offered? [unknown]: multi_tenant_saas: Is a shared SaaS offered? A shared multi-tenant SaaS was not established: the public managed offer describes private isolated instances.
dedicated_instance Is a dedicated single-tenant instance offered, from what size? [supported]: The managed Cloud overview describes one isolated AWS instance per customer. Current pricing lists Basic and Pro, with Enterprise custom services; no numeric seat minimum is published in the reviewed offer. Sources: anythingllm:anythingllm:cloud-overview, anythingllm:anythingllm:cloud.
customer_cloud Can it run in the customer's own cloud account, from what size? [supported]: Docker can run on customer-selected servers/cloud accounts without an MIT software seat minimum. Sources: anythingllm:anythingllm:docker, anythingllm:anythingllm:localdocker, anythingllm:anythingllm:license.
on_premise Can the whole platform run on customer infrastructure, from what size? [supported]: Customers can operate the Docker stack with local providers; commercial Enterprise also advertises on-premise support. Sources: anythingllm:anythingllm:localdocker, anythingllm:anythingllm:models, anythingllm:anythingllm:cloud.
air_gapped Can it run without internet access? [partial]: Local models/embeddings can run after assets are downloaded. A full disconnected fixture was not run; online tools and optional periodically validated Desktop Pro need separate treatment. Sources: anythingllm:anythingllm:built-in, anythingllm:anythingllm:local-embed, anythingllm:anythingllm:pro-key.
mode_feature_gaps Which features are missing outside SaaS? [supported]: Desktop is single-user; Docker provides multi-user administration; Cloud explicitly excludes built-in inference, custom coded Agents and MCP. Scheduled Jobs and mail skills are single-user only. Sources: anythingllm:anythingllm:desktop, anythingllm:anythingllm:cloud-limits, anythingllm:anythingllm:job, anythingllm:anythingllm:outlook.

Microsoft Copilot

Agent cross-checked Support: partial

The researched offering is Microsoft-operated tenant SaaS; other deployment contracts remain unverified.

Limitations

Unverified parts: dedicated_instance, customer_cloud, on_premise, air_gapped, mode_feature_gaps.

multi_tenant_saas Is a shared SaaS offered? [supported]: Enterprise protection documents isolated customer tenants in Microsoft 365. Sources: microsoft-copilot:ms-edp.
dedicated_instance Is a dedicated single-tenant instance offered, from what size? [unknown]: Is a dedicated single-tenant instance offered, from what size? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.
customer_cloud Can it run in the customer's own cloud account, from what size? [unknown]: Can it run in the customer's own cloud account, from what size? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.
on_premise Can the whole platform run on customer infrastructure, from what size? [unknown]: Can the whole platform run on customer infrastructure, from what size? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.
air_gapped Can it run without internet access? [unknown]: Can it run without internet access? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.
mode_feature_gaps Which features are missing outside SaaS? [unknown]: Which features are missing outside SaaS? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-edp.

DATA-03 Training use and provider retention

Judgment rule: Record whether customer content trains vendor or provider models, by plan and default; zero-data-retention arrangements with model providers; abuse-monitoring retention and human review; and the model provider's terms that apply. A "no training" claim on a marketing page is `vendor-claimed` until the contract or DPA says so.

AnythingLLM

Agent cross-checked Support: partial

Application locality and provider retention are separate; no universal no-training or zero-retention contract was verified.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop, AnythingLLM Cloud managed instance; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

vendor_training: The Desktop policy describes local chat/document storage and optional anonymous telemetry. Cloud terms grant platform-improvement usage rights without a specific reviewed model-training exclusion. This is not a blanket no-training assurance.
provider_training: Do model providers train on it under this product's contracts? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.
provider_retention: How long do model providers keep prompts, including for abuse monitoring? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.
zero_retention: Is zero data retention available, and on which plan? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.
human_review: Can provider staff review content? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.

vendor_training Does the vendor train on customer content? [partial]: The Desktop policy describes local chat/document storage and optional anonymous telemetry. Cloud terms grant platform-improvement usage rights without a specific reviewed model-training exclusion. This is not a blanket no-training assurance. Sources: anythingllm:anythingllm:privacy-desktop, anythingllm:anythingllm:terms-cloud.
provider_training Do model providers train on it under this product's contracts? [unknown]: provider_training: Do model providers train on it under this product's contracts? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.
provider_retention How long do model providers keep prompts, including for abuse monitoring? [unknown]: provider_retention: How long do model providers keep prompts, including for abuse monitoring? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.
zero_retention Is zero data retention available, and on which plan? [unknown]: zero_retention: Is zero data retention available, and on which plan? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.
human_review Can provider staff review content? [unknown]: human_review: Can provider staff review content? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.

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

Microsoft Copilot

Agent cross-checked Support: partial

No-training assertions and provider exceptions are recorded separately from customer retention.

Limitations

No-training statements remain vendor assertions pending direct contract verification. Stored tenant chat history is distinct from provider retention.

vendor_training Does the vendor train on customer content? [partial]: Microsoft states commercial prompts, responses and Graph data do not train foundation models; the underlying DPA text was not inspected. Sources: microsoft-copilot:ms-no-training.
provider_training Do model providers train on it under this product's contracts? [partial]: Microsoft makes the same foundation-model statement; separate Data Retention model terms require their own review. Sources: microsoft-copilot:ms-no-training, microsoft-copilot:ms-anthropic.
provider_retention How long do model providers keep prompts, including for abuse monitoring? [partial]: Some Anthropic models explicitly retain data under separate Anthropic terms; ordinary eligible subprocessor models are described differently. No universal retention period is established. Sources: microsoft-copilot:ms-anthropic.
zero_retention Is zero data retention available, and on which plan? [partial]: Eligible Anthropic subprocessor offerings are described as not retaining customer content; this is not zero retention for M365 interactions. Sources: microsoft-copilot:ms-anthropic.
human_review Can provider staff review content? [partial]: Copilot opts out of Azure OpenAI abuse-monitoring human review; Anthropic illegal-content safeguards are separate. Sources: microsoft-copilot:ms-no-training, microsoft-copilot:ms-anthropic.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-no-training, microsoft-copilot:ms-anthropic.

DATA-04 Retention and deletion

Judgment rule: Record default retention for chats, files, indexes and logs; admin-configured retention; user deletion; deletion after contract end; and deletion confirmation.

AnythingLLM

Agent cross-checked Support: partial

Removing workspace access differs from full document erasure; managed Cloud states immediate unrecoverable deletion on cancellation.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop, AnythingLLM Cloud managed instance; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

default_retention: Self-hosted documents/history remain in local storage until removed; a universal duration covering chats, indexes, logs, backups and memory was not established.
admin_retention: Can admins set retention periods? A general time-based admin retention scheduler and verified deletion of backups/external-provider copies were not established.

default_retention What is retained and for how long by default? [partial]: Self-hosted documents/history remain in local storage until removed; a universal duration covering chats, indexes, logs, backups and memory was not established. Sources: anythingllm:anythingllm:privacy, anythingllm:anythingllm:storage.
admin_retention Can admins set retention periods? [unknown]: admin_retention: Can admins set retention periods? A general time-based admin retention scheduler and verified deletion of backups/external-provider copies were not established.
user_deletion Can users delete their chats and files permanently? [supported]: Workspace removal deletes that workspace’s vectors but retains the reusable document. My Documents deletion removes the parsed source/cache and all workspace copies according to the privacy guide. Sources: anythingllm:anythingllm:privacy.
contract_end_deletion What is deleted at contract end, and when? [supported]: For managed Cloud only, the current policy and generic terms state permanent non-recoverable instance/data deletion at cancellation, nonpayment or manual termination. No grace period is promised. Sources: anythingllm:anythingllm:privacy-cloud, anythingllm:anythingllm:terms-cloud.

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

Microsoft Copilot

Agent cross-checked Support: partial

Purview governs retained Exchange copies of managed Copilot interactions; uploaded-file repository retention is outside this finding.

Availability: generally-available · Delivery: native
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Managed work/school Microsoft Copilot and Copilot Chat with EDP; Exchange prompt/response copies governed by applicable Purview retention/holds; add_ons=Eligible Microsoft365 tenant, Applicable Purview retention/eDiscovery licensing and configured policies; deployment_mode=multi-tenant-saas; region=Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation; os=not specified.

Limitations

Narrowed scope resolves the publication conflict for this finding: Exchange interaction copies are separate from uploaded-file repositories and temporary prompt context.
No universal18-month file-retention promise or immediate-deletion guarantee is made. Full repository/post-termination behavior needs a separate source/tenant check.

default_retention What is retained and for how long by default? [partial]: Prompts/responses are logged in Exchange; retention depends on tenant policies. A universal default duration for uploaded files/indexes is not established and is excluded from this Exchange-interaction scope. Sources: microsoft-copilot:ms-chat-privacy-r2, microsoft-copilot:ms-retention-r2.
admin_retention Can admins set retention periods? [supported]: Purview can retain/delete interaction copies; retention and eDiscovery holds can suspend permanent deletion. Sources: microsoft-copilot:ms-retention-r2.
user_deletion Can users delete their chats and files permanently? [partial]: Removing visible history does not immediately delete retained Exchange copies; retention/hold processing continues asynchronously. Sources: microsoft-copilot:ms-retention-r2.
contract_end_deletion What is deleted at contract end, and when? [unknown]: What is deleted at contract end, and when? Unverified after checking Purview retention and privacy documentation; complete post-termination deletion terms were not retrieved.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-chat-privacy-r2, microsoft-copilot:ms-retention-r2.

DATA-05 Sub-processors and foreign-law exposure

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

AnythingLLM

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.

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft publishes subprocessor governance and change-notification routes; legal transfer details need direct contract review.

Limitations

Unverified parts: subprocessor_countries, parent_jurisdiction, transfer_mechanism, government_access_policy.
Read each atomic answer for its plan, access and feature limits.

subprocessor_list Is a dated sub-processor list published? [partial]: The AI subprocessor overview links the Online Services Subprocessors List; a dated country-by-country copy was not downloaded. Sources: microsoft-copilot:ms-subprocessors.
subprocessor_countries Which countries do sub-processors operate in? [unknown]: Which countries do sub-processors operate in? Unverified after checking AI subprocessor overview and linked Service Trust Portal; countries, contracting jurisdiction, transfer clauses and government-access policy not retrieved in this pass.
change_notification Are customers notified of sub-processor changes? [partial]: Customers can subscribe to list updates. Exact advance-notice periods were not established. Sources: microsoft-copilot:ms-subprocessors.
parent_jurisdiction Which jurisdiction governs the vendor and its parent? [unknown]: Which jurisdiction governs the vendor and its parent? Unverified after checking AI subprocessor overview and linked Service Trust Portal; countries, contracting jurisdiction, transfer clauses and government-access policy not retrieved in this pass.
transfer_mechanism Which transfer mechanism applies to non-EU/CH processing? [unknown]: Which transfer mechanism applies to non-EU/CH processing? Unverified after checking AI subprocessor overview and linked Service Trust Portal; countries, contracting jurisdiction, transfer clauses and government-access policy not retrieved in this pass.
government_access_policy Is there a published government-access or transparency policy? [unknown]: Is there a published government-access or transparency policy? Unverified after checking AI subprocessor overview and linked Service Trust Portal; countries, contracting jurisdiction, transfer clauses and government-access policy not retrieved in this pass.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-subprocessors.

DATA-06 Contracts and regulatory coverage

Judgment rule: Record DPA availability and form (click-through, negotiable), reference to Swiss revDSG and GDPR, governing law and court, EU AI Act documentation (provider or deployer role, transparency materials), and sector-specific materials (FINMA outsourcing, banking secrecy, public sector). No compliance verdict.

AnythingLLM

Agent cross-checked Support: partial

Generic Cloud terms specify California law; a negotiated DPA and regulatory or sector package were not verified.

Availability: generally-available · Delivery: native
Scope: surfaces=AnythingLLM Cloud managed instance, Customer-operated web application and server; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

dpa: Is a DPA available, and is it negotiable? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.
revdsg_gdpr: Does the DPA cover revDSG and GDPR? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.
governing_law: Managed Cloud terms specify California, United States law and explicitly exclude self-hosted deployments. A specific court and enterprise override were not established.
ai_act_materials: Is EU AI Act documentation provided? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.
sector_materials: Are FINMA or other sector materials provided? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.

dpa Is a DPA available, and is it negotiable? [unknown]: dpa: Is a DPA available, and is it negotiable? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.
revdsg_gdpr Does the DPA cover revDSG and GDPR? [unknown]: revdsg_gdpr: Does the DPA cover revDSG and GDPR? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.
governing_law Which law and court govern the contract? [partial]: Managed Cloud terms specify California, United States law and explicitly exclude self-hosted deployments. A specific court and enterprise override were not established. Sources: anythingllm:anythingllm:terms-cloud.
ai_act_materials Is EU AI Act documentation provided? [unknown]: ai_act_materials: Is EU AI Act documentation provided? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.
sector_materials Are FINMA or other sector materials provided? [unknown]: sector_materials: Are FINMA or other sector materials provided? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.

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

Microsoft Copilot

Agent cross-checked Support: partial

Enterprise data protection links a DPA and Product Terms; no regulatory compliance verdict is made.

Limitations

Unverified parts: governing_law, ai_act_materials, sector_materials.
Read each atomic answer for its plan, access and feature limits.

dpa Is a DPA available, and is it negotiable? [partial]: Microsoft says commercial Copilot/Chat are covered by its DPA and Product Terms; negotiability was not verified. Sources: microsoft-copilot:ms-edp.
revdsg_gdpr Does the DPA cover revDSG and GDPR? [partial]: The enterprise protection page names GDPR; Swiss revDSG wording was not inspected. Sources: microsoft-copilot:ms-edp.
governing_law Which law and court govern the contract? [unknown]: Which law and court govern the contract? Unverified after checking Enterprise data protection; the public DPA document index timed out, so law/court, AI Act and sector clauses remain unverified.
ai_act_materials Is EU AI Act documentation provided? [unknown]: Is EU AI Act documentation provided? Unverified after checking Enterprise data protection; the public DPA document index timed out, so law/court, AI Act and sector clauses remain unverified.
sector_materials Are FINMA or other sector materials provided? [unknown]: Are FINMA or other sector materials provided? Unverified after checking Enterprise data protection; the public DPA document index timed out, so law/court, AI Act and sector clauses remain unverified.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-edp.

DATA-07 Certifications and attestations

Judgment rule: Record each certificate or report separately: ISO 27001, 27017, 27018, 27701, 42001; SOC 2 Type I/II with period; BSI C5; TISAX; national schemes. Record issuer, scope (which product and entity), validity and access route. A cloud provider's certificate does not certify the product.

AnythingLLM

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.

Microsoft Copilot

Agent cross-checked Support: partial

BSI’s public registry verifies Microsoft 365 ISMS/privacy certificates with validity through July 28, 2027. A Copilot-specific certificate schedule and current SOC/C5 reports remain unverified.

Limitations

Registry verification covers the named Microsoft 365 ISMS/privacy scope; the issuer entries do not separately enumerate Copilot.
No restricted Service Trust Portal document, Copilot ISO 42001 certificate schedule, current SOC 2 audit period or C5 report was inspected.
Vendor-listed ISO 42001 scope is distinguished from issuer-verified ISO 27001/27701 metadata.

iso_27001 ISO 27001 with scope and validity? [partial]: BSI registry entry IS 552878 verifies Microsoft Corporation’s Microsoft 365 services ISMS against ISO/IEC 27001:2022, effective July 29, 2024 through July 28, 2027, under a February 14, 2024 applicability statement. Microsoft places Copilot under Microsoft 365 compliance commitments; the issuer entry does not separately enumerate Copilot, so exact app-scope verification remains incomplete. Sources: microsoft-copilot:microsoft-copilot:r5-bsi-iso27001, microsoft-copilot:microsoft-copilot:r5-copilot-compliance-boundary.
soc2 SOC 2 type, period and covered service? [unknown]: Unresolved on 2026-10-26. Searched https://servicetrust.microsoft.com/ViewPage/HomePageV2 and its public search index, https://learn.microsoft.com/en-us/compliance/regulatory/offering-soc-2 and BSI’s Microsoft certificate directory. STP retrieval returned a JavaScript shell; indexed report/bridge-letter titles are not an inspected auditor opinion, audit period or Copilot-specific system description. No authenticated report was accessed.
c5 BSI C5 attestation? [unknown]: Unresolved on 2026-10-26. Searched https://servicetrust.microsoft.com/ViewPage/HomePageV2 and its public report index plus https://learn.microsoft.com/en-us/compliance/regulatory/offering-soc-2 . Microsoft describes C5 controls in Office 365 SOC reporting, but a current C5 report and exact Copilot service scope/period were not retrieved; no Azure-only attestation was transferred to Copilot.
other_certifications Which other certificates (27701, 42001, TISAX)? [partial]: BSI PM 741035 verifies Microsoft 365 services’ processor privacy-management scope against ISO/IEC 27701:2019, effective July 29, 2024 through July 28, 2027. Microsoft’s public ISO 42001 page names Copilot/Chat, but its product-specific certificate issuer/validity were not obtained. No TISAX evidence or separately enumerated Copilot 27701 scope was verified. Sources: microsoft-copilot:microsoft-copilot:r5-bsi-iso27701, microsoft-copilot:microsoft-copilot:r5-iso42001-scope.
report_access How can customers obtain reports? [supported]: Customers use the Microsoft Service Trust Portal for audit reports. Some downloads require an Entra organizational cloud-services account and acceptance of a compliance-material NDA. No restricted document was accessed in this research. Sources: microsoft-copilot:microsoft-copilot:r4-report-access.
pentest Are independent penetration test summaries available? [partial]: STP documents a Pen Test and Security Assessments category for third-party attestations. No Copilot-specific assessment scope, date or summary was downloaded. Sources: microsoft-copilot:microsoft-copilot:r4-report-access.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:microsoft-copilot:r4-report-access, microsoft-copilot:microsoft-copilot:r5-bsi-iso27001, microsoft-copilot:microsoft-copilot:r5-bsi-iso27701, microsoft-copilot:microsoft-copilot:r5-copilot-compliance-boundary, microsoft-copilot:microsoft-copilot:r5-iso42001-scope.

DATA-08 Encryption and key control

Judgment rule: Record encryption at rest and in transit, customer-managed keys (BYOK/HYOK), key location, and private networking (private link, IP allow-lists, VPN).

AnythingLLM

Agent cross-checked Support: partial

Private deployment and managed-instance isolation are documented; default encryption of all content and a product key-custody service were not verified.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop, AnythingLLM Cloud managed instance; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

encryption_at_rest: Is data encrypted at rest? Default encryption-at-rest/transit settings for every database, file, backup and provider route were not verified.
customer_managed_keys: Self-hosted operators control infrastructure/secrets. A product-level BYOK/HYOK content-encryption contract was not established.
tenant_isolation: Managed Cloud describes private isolated AWS instances and resources per customer. This was not independently tested and is separate from source/workspace access control.

encryption_at_rest Is data encrypted at rest? [unknown]: encryption_at_rest: Is data encrypted at rest? Default encryption-at-rest/transit settings for every database, file, backup and provider route were not verified.
customer_managed_keys Can the customer manage or hold the keys? [partial]: Self-hosted operators control infrastructure/secrets. A product-level BYOK/HYOK content-encryption contract was not established. Sources: anythingllm:anythingllm:localdocker, anythingllm:anythingllm:config.
private_networking Is private connectivity or IP restriction available? [supported]: Docker can be placed on customer infrastructure; Desktop API listens on loopback unless optional network discovery is enabled. Sources: anythingllm:anythingllm:localdocker, anythingllm:anythingllm:desktop.
tenant_isolation How are customers separated in shared SaaS? [partial]: Managed Cloud describes private isolated AWS instances and resources per customer. This was not independently tested and is separate from source/workspace access control. Sources: anythingllm:anythingllm:cloud-overview.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:localdocker, anythingllm:anythingllm:config, anythingllm:anythingllm:desktop, anythingllm:anythingllm:cloud-overview.

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft documents encryption and tenant separation; key-control coverage varies by component.

Limitations

Unverified parts: private_networking.
Read each atomic answer for its plan, access and feature limits.

encryption_at_rest Is data encrypted at rest? [supported]: Enterprise protection documents encryption at rest and in transit. Sources: microsoft-copilot:ms-edp.
customer_managed_keys Can the customer manage or hold the keys? [partial]: Agent Builder explicitly does not support customer-managed keys; this does not establish the key policy of every M365 workload. Sources: microsoft-copilot:ms-builder.
private_networking Is private connectivity or IP restriction available? [unknown]: Is private connectivity or IP restriction available? Unverified after checking enterprise data protection and Agent Builder limitations; private networking/IP restrictions and complete key-location matrix not established.
tenant_isolation How are customers separated in shared SaaS? [supported]: Microsoft documents separation of customer tenants; isolation was not tested. Sources: microsoft-copilot:ms-edp.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-edp, microsoft-copilot:ms-builder.

DATA-09 Professional secrecy

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

AnythingLLM

Agent cross-checked Support: partial

Local/self-hosted and managed Cloud content-access paths differ. Cloud permits necessary operational team access; a Mintplex staff/sub-processor professional-secrecy undertaking and its plan/add-on terms remain unverified.

Availability: unknown · Delivery: unknown
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop, AnythingLLM Cloud managed instance; version=Public documentation and managed-service terms retrieved 2026-10-21; this row does not infer contract terms from the source-code licence; plan=Mixed modes identified per answer: Docker/Desktop on customer infrastructure; Basic/Pro managed Cloud dedicated AWS instance; Enterprise custom services checked separately; add_ons=none stated; deployment_mode=not specified; region=Customer-selected Docker/Desktop location; managed Cloud AWS country and provider/support staff locations unverified; no DE/CH secrecy-contract variant established; os=not specified.

Limitations

The secrecy undertaking, sub-processor coverage, offering and professional-secrecy-specific documentation remain unknown.
content_access: Exact Cloud staff/sub-processor plain-text access, provider human access and deployment-specific operator grants remain unverified.
Technical data controls, a DPA, privacy wording and no-training statements do not establish the requested contractual undertaking. No legal compliance assessment is made.

secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: No § 203 StGB / Art. 321 StGB or equivalent professional-secrecy undertaking binding Mintplex staff was obtained from the reviewed Cloud terms/privacy, Desktop privacy, pricing and product documentation. Generic privacy commitments are not recorded as that undertaking. Sources: anythingllm:anythingllm:terms-cloud, anythingllm:anythingllm:privacy-cloud, anythingllm:anythingllm:privacy-desktop.
subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [unknown]: The Cloud policy names AWS, Stripe and PostHog, but no professional-secrecy undertaking extending to covered sub-processors and their personnel was obtained. Customer-selected model/tool services require separate terms; coverage of their staff remains unknown. Sources: anythingllm:anythingllm:privacy-cloud.
secrecy_offering Is it a dedicated offering or add-on, and on which plan? [unknown]: The public Basic, Pro and quote-only Enterprise descriptions did not establish a professional-secrecy package, paid add-on, plan entitlement or price. Availability under a separately negotiated Enterprise agreement remains unknown; no sales contact was made. Sources: anythingllm:anythingllm:cloud.
content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: Docker data is held on customer-mounted storage; Desktop documents local chat/file storage. Local or external models can be selected. For the separate managed Cloud service, the policy permits necessary Mintplex team instance access for debugging and maintenance and names AWS infrastructure; configured remote models process inference requests. The documents do not establish exactly which plain-text fields operational staff/sub-processors can see or each provider’s human-access permissions. Sources: anythingllm:anythingllm:localdocker, anythingllm:anythingllm:privacy-desktop, anythingllm:anythingllm:secrecy-cloud-access, anythingllm:anythingllm:secrecy-model-routing.
secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: Public Cloud terms/privacy, Desktop privacy and setup guides provide general data-handling information. No product-scoped DE/CH secrecy contract template, staff/sub-processor annex or professional-body guidance was located in the reviewed public sources and targeted searches. Sources: anythingllm:anythingllm:terms-cloud, anythingllm:anythingllm:privacy-desktop, anythingllm:anythingllm:secrecy-cloud-access.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:terms-cloud, anythingllm:anythingllm:privacy-cloud, anythingllm:anythingllm:privacy-desktop, anythingllm:anythingllm:cloud, anythingllm:anythingllm:localdocker, anythingllm:anythingllm:secrecy-cloud-access, anythingllm:anythingllm:secrecy-model-routing.

Microsoft Copilot

Agent cross-checked Support: partial

Commercial data protection and model-specific access safeguards are documented; a scoped professional-secrecy undertaking was not verified.

Availability: unknown · Delivery: unknown
Scope: surfaces=Microsoft Copilot Chat web app, Microsoft Copilot paid work chat, Copilot in Microsoft 365 apps and Teams, Microsoft Copilot desktop and mobile clients; version=Continuously updated commercial service, retrieved 2026-10-21; plan=Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated; add_ons=Qualifying Microsoft 365 base licence, Purview and SharePoint Advanced Management entitlements where stated, Copilot Credits usage-based billing for Cowork and other metered features where stated; deployment_mode=multi-tenant-saas; region=German §203 StGB and Swiss Art.321 StGB use cases; existing hosting, support and provider-location exceptions still apply.; os=not specified.

Limitations

General confidentiality, a DPA and no-training commitments do not establish a professional-secrecy undertaking. No vendor/sales contact or agreement signing was performed.
No legal compliance verdict; unknown does not mean the offering is unavailable.

secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? Unverified after checking commercial Copilot/Chat enterprise-data-protection, privacy, EU Data Boundary and Anthropic processing pages, plus official-domain searches for professional secrecy, §203 and Art.321. The Microsoft-hosted German data-secrecy amendment PDF redirected to login, so its current text, Copilot plan coverage, subprocessor obligations, signatures, price and Swiss applicability were not verified.
subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [unknown]: Does the undertaking extend to its sub-processors, and is that documented? Unverified after checking commercial Copilot/Chat enterprise-data-protection, privacy, EU Data Boundary and Anthropic processing pages, plus official-domain searches for professional secrecy, §203 and Art.321. The Microsoft-hosted German data-secrecy amendment PDF redirected to login, so its current text, Copilot plan coverage, subprocessor obligations, signatures, price and Swiss applicability were not verified.
secrecy_offering Is it a dedicated offering or add-on, and on which plan? [unknown]: Is it a dedicated offering or add-on, and on which plan? Unverified after checking commercial Copilot/Chat enterprise-data-protection, privacy, EU Data Boundary and Anthropic processing pages, plus official-domain searches for professional secrecy, §203 and Art.321. The Microsoft-hosted German data-secrecy amendment PDF redirected to login, so its current text, Copilot plan coverage, subprocessor obligations, signatures, price and Swiss applicability were not verified.
content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: Microsoft documents Azure OpenAI abuse-monitoring human-review exclusion and distinguishes optional Anthropic subprocessor models from models under separate retention terms. This does not establish a complete staff/subprocessor plain-text access matrix or a §203/Art.321 restriction. Sources: microsoft-copilot:ms-no-training, microsoft-copilot:ms-anthropic, microsoft-copilot:ms-eudb.
secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? Unverified after checking commercial Copilot/Chat enterprise-data-protection, privacy, EU Data Boundary and Anthropic processing pages, plus official-domain searches for professional secrecy, §203 and Art.321. The Microsoft-hosted German data-secrecy amendment PDF redirected to login, so its current text, Copilot plan coverage, subprocessor obligations, signatures, price and Swiss applicability were not verified.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-no-training, microsoft-copilot:ms-anthropic, microsoft-copilot:ms-eudb.

Commercials and vendor

VEN-01 Pricing model and list prices

Judgment rule: Record pricing unit (per seat, per active user, usage-based, platform fee, hybrid), list prices per plan in original currency with date, included usage and credits, add-on prices (connectors, agents, image generation) and overage rates. Cite public prices or dated quotes. Per-seat versus usage is a fact, not a quality judgment.

AnythingLLM

Agent cross-checked Support: partial

The current public offer page advertises Cloud Basic at $50/month and Pro at $99/month. These are advertised card prices; legacy tier identities, capacities and checkout entitlements are not mapped here.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop, AnythingLLM Cloud managed instance; version=Public offer cards and Desktop Pro documentation retrieved 2026-10-21; no inference of renamed checkout/legacy tier equivalence; plan=MIT self-hosted/core Desktop; advertised Cloud Basic/Pro cards and quote-only Enterprise; optional Desktop Pro is a separate offer; add_ons=none stated; deployment_mode=not specified; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

This claim quotes advertised offer-card prices only; it does not assert that Basic/Pro and Starter/Professional are equivalent SKUs.
Legacy-tier capacity limits are excluded. Current-card capacity, model-credit allowances, ISO currency and Desktop Pro numeric pricing remain unverified.

pricing_unit What is the pricing unit? [supported]: Self-hosted software has no per-seat MIT licence fee. The current Cloud cards quote a private instance per month; optional Desktop Pro is a separate licence. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:cloud-cards-r2, anythingllm:anythingllm:pro.
list_prices What are list prices per plan, with date and currency? [partial]: As retrieved 2026-10-21, the public Cloud cards advertise Basic $50/month and Pro $99/month; Enterprise requires a quote. The page does not give an ISO currency code. These prices are not mapped to Starter/Professional checkout identifiers; Desktop Pro pricing remains unverified. Sources: anythingllm:anythingllm:cloud-cards-r2, anythingllm:anythingllm:pro-key.
included_usage What usage is included? [partial]: The Basic card explicitly requires a customer LLM API key. Included model credits, overage tariffs and quantified capacity/entitlements for the current Basic/Pro cards were not established. Legacy limitations-page tier names are not used to infer them. Sources: anythingllm:anythingllm:cloud-cards-r2.
add_ons Which features cost extra? [partial]: Optional Desktop Pro removes Magic-feature daily limits and document watermarks. Its price and custom Enterprise integration/support prices remain unverified; Cloud Pro is a separate product offer. Sources: anythingllm:anythingllm:pro, anythingllm:anythingllm:cloud-cards-r2.
overage What do usage beyond limits and premium models cost? [partial]: Customer-selected model/tool accounts incur their own provider charges. No current-card included allowance or AnythingLLM token-overage tariff was verified. Sources: anythingllm:anythingllm:models, anythingllm:anythingllm:cloud-cards-r2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:cloud-cards-r2, anythingllm:anythingllm:pro, anythingllm:anythingllm:pro-key, anythingllm:anythingllm:models.

Microsoft Copilot

Agent cross-checked Support: partial

Pricing combines seat licensing with usage-based extensions and base-suite prerequisites.

Limitations

Read each atomic answer for its plan, access and feature limits.

pricing_unit What is the pricing unit? [supported]: Paid Copilot is a per-user add-on; Chat is included with eligible M365 and some extensions are metered. Sources: microsoft-copilot:ms-price-us.
list_prices What are list prices per plan, with date and currency? [supported]: Retrieved 2026-10-21: US USD 30/user/month billed annually; Germany EUR 26/user/month billed annually, excluding VAT. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-price-de.
included_usage What usage is included? [partial]: Paid users have included qualifying assistive-agent usage; exact limits and exclusions depend on the scenario. Sources: microsoft-copilot:ms-credit-rates.
add_ons Which features cost extra? [supported]: Qualifying M365 licensing is separate; Cowork is metered and compliance tools can need further entitlements. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-setup.
overage What do usage beyond limits and premium models cost? [partial]: Credits have feature-dependent rates; prepaid exhaustion may continue into PAYG. Currency-per-credit and full premium-model rate mapping were not retrieved. Sources: microsoft-copilot:ms-credit-rates, microsoft-copilot:ms-cost-setup.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-us, microsoft-copilot:ms-price-de, microsoft-copilot:ms-credit-rates, microsoft-copilot:ms-setup, microsoft-copilot:ms-cost-setup.

VEN-02 Scenario cost

Judgment rule: Price three workloads for 12 months: 200, 1,000 and 5,000 users with a disclosed light/regular/power usage mix, in CHF and EUR excluding VAT. Include licences, platform fees, add-ons, model usage and, for self-hosted options, a stated operating assumption. Separate fixed, variable, included and unknown costs. No invented discounts.

AnythingLLM

Agent cross-checked Support: partial

ALM-14 shared cost assumptions v1.4, 2026-10-21: zero standard licence plus a disclosed Swiss infrastructure/operations and direct-BYO-model budget. Annual CHF/EUR figures are floors plus named unknown costs.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=Analyst-selected direct OpenAI API proxy, not a bundled model, Assumed operations staffing; optional commercial services excluded; deployment_mode=customer-cloud; region=Azure Switzerland North for the reference application infrastructure; standard OpenAI API inference has no Swiss/EU residency assumption; os=not specified.

Limitations

ALM-14 shared cost assumptions v1.4, 2026-10-21 are analyst inputs, not vendor sizing or an uptime promise.
The budget is a floor because named infrastructure and service costs are unpriced.

cost_200 Year-one cost at 200 users? [partial]: ALM-14 shared cost assumptions v1.4, 2026-10-21. 200 users, 12 months excluding VAT: from CHF 34778.28 / EUR 37651.06 plus unpriced items. Includes zero standard-software licence, reference infrastructure EUR 4749.26, operations CHF 30000.00, and BYO model usage USD 475.20. This is an assumption-based budget floor, not a vendor quote or validated capacity plan. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:cost-vm, anythingllm:anythingllm:cost-pg, anythingllm:anythingllm:cost-fx, anythingllm:anythingllm:cost-model, anythingllm:anythingllm:cost-effort.
cost_1000 Year-one cost at 1,000 users? [partial]: ALM-14 shared cost assumptions v1.4, 2026-10-21. 1,000 users, 12 months excluding VAT: from CHF 88600.40 / EUR 95919.02 plus unpriced items. Includes zero standard-software licence, reference infrastructure EUR 12605.23, operations CHF 75000.00, and BYO model usage USD 2376.00. This is an assumption-based budget floor, not a vendor quote or validated capacity plan. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:cost-vm, anythingllm:anythingllm:cost-pg, anythingllm:anythingllm:cost-fx, anythingllm:anythingllm:cost-model, anythingllm:anythingllm:cost-effort.
cost_5000 Year-one cost at 5,000 users? [partial]: ALM-14 shared cost assumptions v1.4, 2026-10-21. 5,000 users, 12 months excluding VAT: from CHF 189541.24 / EUR 205197.83 plus unpriced items. Includes zero standard-software licence, reference infrastructure EUR 32214.49, operations CHF 150000.00, and BYO model usage USD 11880.00. This is an assumption-based budget floor, not a vendor quote or validated capacity plan. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:cost-vm, anythingllm:anythingllm:cost-pg, anythingllm:anythingllm:cost-fx, anythingllm:anythingllm:cost-model, anythingllm:anythingllm:cost-effort.
variable_share Which part depends on usage? [partial]: Shared mix is 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, or 330 weighted messages. Each message is 3,000 input and 600 output tokens. Direct BYO proxy is gpt-6-luna, reasoning effort none, Standard short-context uncached rates USD 0.10/0.50 per million input/output tokens. It costs USD 2.376/user/year before optional tools, embedding, caching or regional processing. This proxy is an analyst assumption, not the product default. Sources: anythingllm:anythingllm:cost-model, anythingllm:anythingllm:cost-effort.
unknown_parts Which costs could not be priced? [partial]: Unpriced additions are file/object storage beyond the assumed 500 GB PostgreSQL storage, VM OS/data disks, backup excess, egress/load balancers, Redis or additional database services, high availability, embeddings, OCR, search, audio/images, integration work and optional commercial services. The shared PostgreSQL reference budget is not AnythingLLM’s default storage architecture; application/vector storage, extra services and capacity validation remain unpriced. Paid Desktop Pro, managed Cloud and Enterprise are excluded from this self-hosted scenario. The shared VM/PG sizes have not been load-tested and do not replace each product’s documented runtime dependencies. Sources: anythingllm:anythingllm:cost-vm, anythingllm:anythingllm:cost-pg, anythingllm:anythingllm:license.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:cost-vm, anythingllm:anythingllm:cost-pg, anythingllm:anythingllm:cost-fx, anythingllm:anythingllm:cost-model, anythingllm:anythingllm:cost-effort.

Microsoft Copilot

Agent cross-checked Support: partial

A reproducible licence-only scenario is available; full rollout cost remains open.

Limitations

Shared assumptions v1.3; ECB 2026-10-20 EUR 1 = USD 1.1215 = CHF 0.9237. The stated mix is a research assumption, not an observed workload or entitlement.
Full totals remain baseline + unknown because additional licences, workload capacity, optional support and deployment costs were not priced.

cost_200 Year-one cost at 200 users? [partial]: From EUR 62400.00 + unknown, or CHF 57638.88 + unknown, for 12 months excluding VAT. Licence-only incremental add-on baseline at EUR 26/user/month; eligible M365 licences assumed already owned. ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input and 600 output tokens/message where usage is billed separately. No metered agent/Cowork usage or discounts assumed; included-capacity sufficiency is unverified. Sources: microsoft-copilot:ms-price-de, microsoft-copilot:fx-20261020.
cost_1000 Year-one cost at 1,000 users? [partial]: From EUR 312000.00 + unknown, or CHF 288194.40 + unknown, for 12 months excluding VAT. Licence-only incremental add-on baseline at EUR 26/user/month; eligible M365 licences assumed already owned. ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input and 600 output tokens/message where usage is billed separately. No metered agent/Cowork usage or discounts assumed; included-capacity sufficiency is unverified. Sources: microsoft-copilot:ms-price-de, microsoft-copilot:fx-20261020.
cost_5000 Year-one cost at 5,000 users? [partial]: From EUR 1560000.00 + unknown, or CHF 1440972.00 + unknown, for 12 months excluding VAT. Licence-only incremental add-on baseline at EUR 26/user/month; eligible M365 licences assumed already owned. ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input and 600 output tokens/message where usage is billed separately. No metered agent/Cowork usage or discounts assumed; included-capacity sufficiency is unverified. Sources: microsoft-copilot:ms-price-de, microsoft-copilot:fx-20261020.
variable_share Which part depends on usage? [partial]: Cowork and uncovered agent/credit usage add variable charges. No model/task tariff is substituted where the product does not publish the required rate. Sources: microsoft-copilot:ms-price-us.
unknown_parts Which costs could not be priced? [partial]: Base-suite renewal costs, metered workload, usage headroom, implementation and optional compliance/support charges remain unpriced. Sources: microsoft-copilot:ms-price-us.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-de, microsoft-copilot:fx-20261020, microsoft-copilot:ms-price-us.

VEN-03 Evaluation access

Judgment rule: Distinguish free tier, self-serve trial, sales-led pilot, paid proof of concept and open-source self-install. Record card requirement, duration, seat limit, and which features (SSO, connectors, admin) the trial includes. Map which shared scenarios can be run without sales approval.

AnythingLLM

Agent cross-checked Support: partial

Self-installation and free Desktop permit evaluation without sales; managed Cloud offers paid self-serve instance checkout.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop, AnythingLLM Cloud managed instance; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

self_serve_trial: Free self-install has no software trial clock/card requirement. Cloud has paid self-serve signup links, but a free business Cloud trial and its card/duration terms were not established.
trial_scope: Docker self-install includes standard multi-user administration and workspace knowledge; Enterprise SSO/custom service scope is quote-only and Cloud excludes MCP/custom Agents.
sales_gate: Standard self-install and paid public Cloud tiers have self-serve paths. Custom Enterprise services require a quote; no vendor was contacted.

free_tier Is there a free tier for business use? [supported]: MIT self-hosting and the core Desktop download are free; Magic features have a free allowance with optional Desktop Pro. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:desktop, anythingllm:anythingllm:pro.
self_serve_trial Is a self-serve business trial available? [partial]: Free self-install has no software trial clock/card requirement. Cloud has paid self-serve signup links, but a free business Cloud trial and its card/duration terms were not established. Sources: anythingllm:anythingllm:localdocker, anythingllm:anythingllm:cloud.
trial_scope Do trials include SSO, connectors and admin features? [partial]: Docker self-install includes standard multi-user administration and workspace knowledge; Enterprise SSO/custom service scope is quote-only and Cloud excludes MCP/custom Agents. Sources: anythingllm:anythingllm:security, anythingllm:anythingllm:cloud, anythingllm:anythingllm:cloud-limits.
sales_gate Does meaningful evaluation require sales contact? [partial]: Standard self-install and paid public Cloud tiers have self-serve paths. Custom Enterprise services require a quote; no vendor was contacted. Sources: anythingllm:anythingllm:cloud, anythingllm:anythingllm:localdocker.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:desktop, anythingllm:anythingllm:pro, anythingllm:anythingllm:localdocker, anythingllm:anythingllm:cloud, anythingllm:anythingllm:security, anythingllm:anythingllm:cloud-limits.

Microsoft Copilot

Agent cross-checked Support: partial

Eligible M365 users can evaluate Copilot Chat directly; paid pilot terms remain unverified.

Limitations

Unverified parts: sales_gate.
Read each atomic answer for its plan, access and feature limits.

free_tier Is there a free tier for business use? [supported]: Chat has no incremental charge for eligible M365 work accounts, with enterprise protections. Sources: microsoft-copilot:ms-price-us.
self_serve_trial Is a self-serve business trial available? [partial]: The enterprise page offers Chat access as the evaluation path; a timed paid add-on trial was not established. Sources: microsoft-copilot:ms-price-us.
trial_scope Do trials include SSO, connectors and admin features? [partial]: Chat includes enterprise protection and agent management, but full paid work grounding and other enterprise scenarios need their prerequisites. Sources: microsoft-copilot:ms-price-us.
sales_gate Does meaningful evaluation require sales contact? [unknown]: Does meaningful evaluation require sales contact? Unverified after checking enterprise pricing FAQ; no signup, card check or enterprise trial was performed.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-us.

VEN-04 Contract terms and pricing transparency

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

AnythingLLM

Agent cross-checked Support: partial

The self-hosted MIT grant has no seat commitment; Cloud publishes monthly prices and cancellation terms, with immediate deletion.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Desktop, AnythingLLM Cloud managed instance; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

minimum_commitment: The MIT grant has no user-count minimum; Cloud per-instance pricing lists no numeric seat floor. Enterprise minima were not established.
local_invoicing: Can it be invoiced in CHF or EUR from a European entity? CHF/EUR billing from a European contracting entity and Enterprise-specific renewal/price-change terms were not established.
transparency_class: Self-host licensing and Cloud Basic/Pro headlines are disclosed. Enterprise service scope, Desktop Pro tariff and full all-in provider spend are only partially specified or unknown.

minimum_commitment What seat or spend minimum applies? [partial]: The MIT grant has no user-count minimum; Cloud per-instance pricing lists no numeric seat floor. Enterprise minima were not established. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:cloud.
contract_length What contract lengths are offered? [supported]: Cloud Basic/Pro are listed monthly; MIT software use has no subscription term. Sources: anythingllm:anythingllm:cloud, anythingllm:anythingllm:license.
cancellation How can the contract be cancelled or reduced? [supported]: Cloud can be cancelled via the dashboard or email under the generic terms, with immediate non-recoverable deletion and a stated prorated-current-cycle refund provision. Self-hosted service contracts are separate. Sources: anythingllm:anythingllm:terms-cloud, anythingllm:anythingllm:privacy-cloud.
local_invoicing Can it be invoiced in CHF or EUR from a European entity? [unknown]: local_invoicing: Can it be invoiced in CHF or EUR from a European entity? CHF/EUR billing from a European contracting entity and Enterprise-specific renewal/price-change terms were not established.
transparency_class Is pricing transparent, partial, quote-only or unknown? [partial]: Self-host licensing and Cloud Basic/Pro headlines are disclosed. Enterprise service scope, Desktop Pro tariff and full all-in provider spend are only partially specified or unknown. Sources: anythingllm:anythingllm:cloud, anythingllm:anythingllm:pro-key, anythingllm:anythingllm:license.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:cloud, anythingllm:anythingllm:terms-cloud, anythingllm:anythingllm:privacy-cloud, anythingllm:anythingllm:pro-key.

Microsoft Copilot

Agent cross-checked Support: partial

Public seat prices are visible; procurement and cancellation details remain partly specified.

Limitations

Unverified parts: minimum_commitment, cancellation, local_invoicing.
Read each atomic answer for its plan, access and feature limits.

minimum_commitment What seat or spend minimum applies? [unknown]: What seat or spend minimum applies? Unverified after checking enterprise price cards and FAQ; seat minimums, downgrade/cancellation rules and contracting-entity currency terms not retrieved.
contract_length What contract lengths are offered? [supported]: The quoted add-on price uses annual auto-renewing subscription billing. Sources: microsoft-copilot:ms-price-de.
cancellation How can the contract be cancelled or reduced? [unknown]: How can the contract be cancelled or reduced? Unverified after checking enterprise price cards and FAQ; seat minimums, downgrade/cancellation rules and contracting-entity currency terms not retrieved.
local_invoicing Can it be invoiced in CHF or EUR from a European entity? [unknown]: Can it be invoiced in CHF or EUR from a European entity? Unverified after checking enterprise price cards and FAQ; seat minimums, downgrade/cancellation rules and contracting-entity currency terms not retrieved.
transparency_class Is pricing transparent, partial, quote-only or unknown? [partial]: Partially specified: list seat prices exist, while base licensing, metered services and negotiated terms change total cost. Sources: microsoft-copilot:ms-price-de, microsoft-copilot:ms-price-us.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-price-de, microsoft-copilot:ms-price-us.

VEN-05 Source licence

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

AnythingLLM

Agent cross-checked Support: partial

The pinned main repository is MIT. Paid hosted/Desktop entitlements must be distinguished from that source licence.

Limitations

enterprise_features_closed: Cloud Enterprise and Desktop Pro add commercial services/entitlements. Whether particular enterprise-only implementations are closed or separately licensed was not established from the main MIT file.

licence_type Which licence applies to each component? [supported]: The pinned main client/server repository at v1.18.0 uses MIT. Mobile, browser extension and optional paid-service components require their own component licence review. Sources: anythingllm:anythingllm:license.
branding_restrictions Do licence terms restrict branding or user counts? [supported]: MIT requires notice preservation but has no UI-branding or user-count clause. Optional Desktop Pro removes watermarks from generated documents; that is a paid feature entitlement, not a restriction in the main MIT source licence. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:pro.
enterprise_features_closed Are enterprise features in a separate closed edition? [partial]: Cloud Enterprise and Desktop Pro add commercial services/entitlements. Whether particular enterprise-only implementations are closed or separately licensed was not established from the main MIT file. Sources: anythingllm:anythingllm:cloud, anythingllm:anythingllm:pro, anythingllm:anythingllm:license.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:license, anythingllm:anythingllm:pro, anythingllm:anythingllm:cloud.

Microsoft Copilot

Agent cross-checked Support: partial

Commercial hosted-service use is governed by restrictive Microsoft licence terms; component source licences remain unverified.

Limitations

This records hosted-service contractual rights, not an audited licence inventory for every client, sample or connector.

licence_type Which licence applies to each component? [partial]: The hosted commercial service uses Microsoft Online Services Product Terms. Use is limited to the licensing agreement, rights are reserved, and reverse engineering is restricted. Individual client and connector source licences were not inventoried. Sources: microsoft-copilot:microsoft-copilot:r4-online-service-terms.
branding_restrictions Do licence terms restrict branding or user counts? [unknown]: Do licence terms restrict branding or user counts? Unverified after checking Microsoft product, licensing and Agent Builder documentation; no service/client/connector source-licence inventory or current product licence grant was inspected.
enterprise_features_closed Are enterprise features in a separate closed edition? [unknown]: Are enterprise features in a separate closed edition? Unverified after checking Microsoft product, licensing and Agent Builder documentation; no service/client/connector source-licence inventory or current product licence grant was inspected.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:microsoft-copilot:r4-online-service-terms.

VEN-06 Data export and exit

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

AnythingLLM

Agent cross-checked Support: partial

Authorized accounts can export chat logs; a complete assistant/knowledge exit fixture was not run. Cloud cancellation leaves no recovery window.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Cloud managed instance; version=Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba; plan=MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud; add_ons=none stated; deployment_mode=on-premise; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

assistant_export: Can assistants and prompts be exported in a reusable format? No reusable complete assistant/prompt export, knowledge/source fidelity export or admin leaver/exit fixture was verified. Export Cloud data before cancellation under its current terms.
knowledge_export: Can knowledge bases and their sources be exported? No reusable complete assistant/prompt export, knowledge/source fidelity export or admin leaver/exit fixture was verified. Export Cloud data before cancellation under its current terms.

chat_export Can admins export all chats? [supported]: Permissioned exports cover workspace/user chat logs in CSV, JSON, Alpaca JSON or OpenAI-style JSONL once at least ten logs exist. No all-organization export fixture was run. Sources: anythingllm:anythingllm:logs.
assistant_export Can assistants and prompts be exported in a reusable format? [unknown]: assistant_export: Can assistants and prompts be exported in a reusable format? No reusable complete assistant/prompt export, knowledge/source fidelity export or admin leaver/exit fixture was verified. Export Cloud data before cancellation under its current terms.
knowledge_export Can knowledge bases and their sources be exported? [unknown]: knowledge_export: Can knowledge bases and their sources be exported? No reusable complete assistant/prompt export, knowledge/source fidelity export or admin leaver/exit fixture was verified. Export Cloud data before cancellation under its current terms.
export_format Are formats documented and machine-readable? [supported]: Documented chat-log formats are machine-readable. This does not establish complete source-file, assistant or index portability. Sources: anythingllm:anythingllm:logs.
post_termination_window How long can data be retrieved after termination? [supported]: Managed Cloud policy states permanent unrecoverable data deletion at cancellation/nonpayment/termination, so no post-termination retrieval window is promised. Self-hosted data remains under operator control. Sources: anythingllm:anythingllm:privacy-cloud, anythingllm:anythingllm:terms-cloud.

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

Microsoft Copilot

Agent cross-checked Support: partial

Compliance search/export is distinct from a reusable complete workspace exit.

Limitations

Unverified parts: assistant_export, knowledge_export, post_termination_window.
Read each atomic answer for its plan, access and feature limits.

chat_export Can admins export all chats? [partial]: Microsoft documents Content search/Purview access and Teams Export APIs for stored interaction data; completeness across every chat surface was not tested. Sources: microsoft-copilot:ms-privacy.
assistant_export Can assistants and prompts be exported in a reusable format? [unknown]: Can assistants and prompts be exported in a reusable format? Unverified after checking Copilot privacy, retention and Agent Builder documentation; no admin export or post-contract retrieval test.
knowledge_export Can knowledge bases and their sources be exported? [unknown]: Can knowledge bases and their sources be exported? Unverified after checking Copilot privacy, retention and Agent Builder documentation; no admin export or post-contract retrieval test.
export_format Are formats documented and machine-readable? [partial]: Teams has an export API route; a complete reusable chat/assistant/knowledge format was not established. Sources: microsoft-copilot:ms-privacy.
post_termination_window How long can data be retrieved after termination? [unknown]: How long can data be retrieved after termination? Unverified after checking Copilot privacy, retention and Agent Builder documentation; no admin export or post-contract retrieval test.

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

VEN-07 Support and service levels

Judgment rule: Record support channels, languages (German, French, Italian), hours and time zone, local or regional presence, documented response times, uptime SLA and credits, public status page and incident history. Popularity is not a reliability score.

AnythingLLM

Agent cross-checked Support: partial

Public community/team support routes and the generic managed Cloud no-offline-credit terms are documented. No bespoke Enterprise SLA or Pro response-time entitlement is established by this claim.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, AnythingLLM Cloud managed instance; version=Public support guide and generic Cloud terms (last updated 2024-07-01) retrieved 2026-10-21; plan=Self-hosted community/team support and managed Cloud under the published generic terms only; separately negotiated Enterprise SLAs and advertised Pro response terms are outside verified contractual scope; add_ons=none stated; deployment_mode=not specified; region=Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation; os=not specified.

Limitations

Generic Cloud contract facts are not extended to a bespoke Enterprise agreement.
Advertised support timing is excluded from contractual uptime/compensation findings.
Support languages, hours, regional staffing and a status history remain unverified.

support_channels Which support channels are available on each plan? [supported]: The public guide lists GitHub issues, team email and community Discord, recommending GitHub/email for direct team assistance. These channels do not establish contracted response hours. Sources: anythingllm:anythingllm:support-r2.
support_languages Is support available in German, French or Italian? [unknown]: Contracted German, French or Italian support coverage, service hours and time zones were not established in the scoped guide and generic terms.
regional_presence Is there a DACH or Swiss entity, team or partner? [unknown]: A CH/DACH support entity, staffed local presence or named support partner was not verified from these sources.
uptime_sla Is there an uptime SLA with credits? [partial]: The generic managed Cloud terms deny refunds/credits for an offline instance and do not establish an uptime percentage/credit schedule. This is a finding about those generic terms only; no executed Enterprise override or contractual definition of advertised Pro support timing was reviewed. Sources: anythingllm:anythingllm:cloud-terms-r2.
status_page Is there a public status page with history? [unknown]: A first-party public service-status page with incident history was not verified in the support/contract sources.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:support-r2, anythingllm:anythingllm:cloud-terms-r2.

Microsoft Copilot

Agent cross-checked Support: partial

Copilot support entry points are documented; plan-specific response, language and SLA commitments remain gaps.

Limitations

Developer/extensibility support route only; no support case or sales request was opened.

support_channels Which support channels are available on each plan? [partial]: Copilot service/development support uses Admin Center Help and Support; the extensibility guide ties service requests to a Premier/Unified support agreement. General questions can use Microsoft Q&A. A complete plan/language/SLA matrix was not retrieved. Sources: microsoft-copilot:microsoft-copilot:r4-support-channels.
support_languages Is support available in German, French or Italian? [unknown]: Is support available in German, French or Italian? Unverified after checking https://status.cloud.microsoft/ returned a JavaScript-only shell; Copilot setup and enterprise plans did not establish language-specific support hours, regional team, response targets or applicable SLA credits.
regional_presence Is there a DACH or Swiss entity, team or partner? [unknown]: Is there a DACH or Swiss entity, team or partner? Unverified after checking https://status.cloud.microsoft/ returned a JavaScript-only shell; Copilot setup and enterprise plans did not establish language-specific support hours, regional team, response targets or applicable SLA credits.
uptime_sla Is there an uptime SLA with credits? [unknown]: Is there an uptime SLA with credits? Unverified after checking https://status.cloud.microsoft/ returned a JavaScript-only shell; Copilot setup and enterprise plans did not establish language-specific support hours, regional team, response targets or applicable SLA credits.
status_page Is there a public status page with history? [unknown]: Is there a public status page with history? Unverified after checking https://status.cloud.microsoft/ returned a JavaScript-only shell; Copilot setup and enterprise plans did not establish language-specific support hours, regional team, response targets or applicable SLA credits.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: microsoft-copilot:microsoft-copilot:r4-support-channels.

VEN-08 Onboarding, training and adoption

Judgment rule: Record vendor-led onboarding, admin training, end-user training (live, e-learning, languages), use-case libraries, champion programmes, change-management materials and their cost. Distinguish included services from paid professional services and partner offerings.

AnythingLLM

Agent cross-checked Support: partial

Public setup/skill tutorials are available and Enterprise advertises custom services; a priced workforce adoption package was not verified.

Limitations

onboarding_service: Is guided onboarding included? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.
user_training: Is end-user training offered, in which languages? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.
use_case_library: Public Agent Flow, SQL, mail, document-generation and meeting guides provide use-case examples. A formal role-based workforce curriculum was not established.
adoption_programme: Is there a champion or adoption programme? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.
service_cost: Enterprise premium service/custom integrations/on-premise support are quote-only. Included rollout/training deliverables and prices were not established.

onboarding_service Is guided onboarding included? [unknown]: onboarding_service: Is guided onboarding included? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.
user_training Is end-user training offered, in which languages? [unknown]: user_training: Is end-user training offered, in which languages? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.
use_case_library Are role-based use cases and templates provided? [partial]: Public Agent Flow, SQL, mail, document-generation and meeting guides provide use-case examples. A formal role-based workforce curriculum was not established. Sources: anythingllm:anythingllm:flow, anythingllm:anythingllm:docgen, anythingllm:anythingllm:meeting, anythingllm:anythingllm:sql.
adoption_programme Is there a champion or adoption programme? [unknown]: adoption_programme: Is there a champion or adoption programme? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.
service_cost Which services cost extra? [partial]: Enterprise premium service/custom integrations/on-premise support are quote-only. Included rollout/training deliverables and prices were not established. Sources: anythingllm:anythingllm:cloud.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: anythingllm:anythingllm:flow, anythingllm:anythingllm:docgen, anythingllm:anythingllm:meeting, anythingllm:anythingllm:sql, anythingllm:anythingllm:cloud.

Microsoft Copilot

Agent cross-checked Support: partial

Microsoft publishes role-based learning and adoption materials.

Limitations

Unverified parts: onboarding_service, service_cost.
Read each atomic answer for its plan, access and feature limits.

onboarding_service Is guided onboarding included? [unknown]: Is guided onboarding included? Unverified after checking Copilot Skilling Center and commercial resources; included onboarding entitlements, service language and professional-service fees not established.
user_training Is end-user training offered, in which languages? [partial]: The Skilling Center lists Academy learning, webinars and instructor-led events; exact DE/FR/IT delivery was not checked. Sources: microsoft-copilot:ms-training.
use_case_library Are role-based use cases and templates provided? [supported]: Copilot Prompt Gallery offers starter prompts. Sources: microsoft-copilot:ms-price-us.
adoption_programme Is there a champion or adoption programme? [supported]: Microsoft links its Champion programme and adoption resources. Sources: microsoft-copilot:ms-training.
service_cost Which services cost extra? [unknown]: Which services cost extra? Unverified after checking Copilot Skilling Center and commercial resources; included onboarding entitlements, service language and professional-service fees not established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: microsoft-copilot:ms-training, microsoft-copilot:ms-price-us.

Sources

Language models anythingllm:anythingllm:models
The product documents multiple cloud and local provider integrations, with selected models supplied by the connected account/server.
Supported local/cloud providers · documented · Source date not stated · Retrieved 2026-10-21
LLM configuration anythingllm:anythingllm:llmconfig
System defaults can be overridden per workspace and separately for agent use.
System, Workspace and Agent LLMs · documented · Source date not stated · Retrieved 2026-10-21
Built-in local model engine anythingllm:anythingllm:built-in
Desktop is moving its built-in engine from Ollama to Lemonade/llama.cpp; current Docker documentation describes opt-in local inference on images after v1.18.0.
Lemonade/llama.cpp; Desktop migration; Docker opt-in · documented · Source date not stated · Retrieved 2026-10-21
Model Router anythingllm:anythingllm:router
Self-hosted and Desktop installations can route messages by ordered calculated or model-classified rules, with a fallback provider/model.
Availability; rule types; fallback · documented · Source date not stated · Retrieved 2026-10-21
AnythingLLM file converter registration anythingllm:anythingllm:constants-pin
The pinned collector registers PDF, DOCX, PPTX, XLSX, EPUB, text, image and audio converters; legacy DOC is commented out.
collector/utils/constants.js, accepted MIME and converter maps · source-inspected · Source date not stated · Retrieved 2026-10-21
Commit 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba, path collector/utils/constants.js
Choose your model when editing with Copilot in PowerPoint microsoft-copilot:ms-ppt-model-r2
Commercial PowerPoint editing documents Auto, ChatGPT and Claude choices, with Anthropic admin enablement and session/region limits.
Commercial subscription requirement; editing-mode selector; session and region limits · documented · Source date not stated · Retrieved 2026-10-21
Generic OpenAI configuration anythingllm:anythingllm:generic
Operators can configure an OpenAI-compatible provider, with endpoint-specific behavior and configuration caveats.
Compatible API route · documented · Source date not stated · Retrieved 2026-10-21
Desktop v1.18.0 changelog anythingllm:anythingllm:changelog
Desktop v1.18.0 changes the built-in engine from Ollama to Lemonade/llama.cpp and records format/sync fixes.
Lemond/Lemonade migration; reasoning controls; fixes · documented · Source date not stated · Retrieved 2026-10-21
AnythingLLM v1.18.0 release anythingllm:anythingllm:releases
The latest retrieved stable GitHub release is v1.18.0, published 2026-10-13.
Release date and change list · documented · Source date 2026-10-13 · Retrieved 2026-10-21
AI at Work Roadmap microsoft-copilot:ms-roadmap
The roadmap contains dated model launches, identifies Office in Copilot as Frontier and lists Cowork as generally available.
September model entries; October 9 Office Frontier; June 16 Cowork GA · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Microsoft 365 Copilot release notes microsoft-copilot:ms-release
Release notes distinguish platform availability and describe gradual tenant rollout.
October 6 2026; gradual release policy · documented · Source date 2026-10-06 · Retrieved 2026-10-21
Azure OpenAI configuration anythingllm:anythingllm:azure
The Azure route uses the customer Azure subscription and its model access.
Customer Azure subscription · documented · Source date not stated · Retrieved 2026-10-21
AWS Bedrock configuration anythingllm:anythingllm:bedrock
Bedrock is a separately configured customer cloud-account route.
Credentials and provider settings · documented · Source date not stated · Retrieved 2026-10-21
Google Vertex AI configuration anythingllm:anythingllm:vertex
Vertex uses customer Google Cloud credentials and deployment configuration.
Service account, project and region · documented · Source date not stated · Retrieved 2026-10-21
AnythingLLM Cloud pricing anythingllm:anythingllm:cloud
Current public pricing lists private Cloud Basic at $50/month, Pro at $99/month and quote-only Enterprise with SSO/custom services.
Basic, Pro and Enterprise offer table · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Cloud limitations anythingllm:anythingllm:cloud-limits
Managed Cloud explicitly excludes built-in inference, custom coded Agents and MCP; local/self-hosted capabilities cannot be assumed there.
No built-in LLM; no custom Agents; no MCP · documented · Source date not stated · Retrieved 2026-10-21
AnythingLLM v1.18.0 licence anythingllm:anythingllm:license
The pinned main repository is MIT licensed with copyright/permission notice preservation and an as-is disclaimer.
LICENSE, MIT grant and notice · documented · Source date not stated · Retrieved 2026-10-21
Ollama configuration anythingllm:anythingllm:ollama
A separately installed Ollama endpoint can provide customer-operated chat inference.
Local provider setup · documented · Source date not stated · Retrieved 2026-10-21
Built-in embedding provider anythingllm:anythingllm:local-embed
The built-in all-MiniLM-L6-v2 embedder runs on CPU and is primarily trained on English; it must first be downloaded.
CPU model and download · documented · Source date not stated · Retrieved 2026-10-21
Embedding models anythingllm:anythingllm:embed
Retrieval embedding providers are configured separately from chat inference.
Local and cloud embedding options · documented · Source date not stated · Retrieved 2026-10-21
AnythingLLM user quota implementation anythingllm:anythingllm:user-pin
The pinned user quota counts chats over the preceding 24 hours for non-admin multi-user accounts; null limits and admins are exempt.
server/models/user.js, canSendChat and dailyMessageLimit validation · source-inspected · Source date not stated · Retrieved 2026-10-21
Commit 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba, path server/models/user.js
AnythingLLM chat quota enforcement anythingllm:anythingllm:chat-pin
The pinned chat endpoints abort before generation when a multi-user account reaches its configured 24-hour quota.
server/endpoints/chat.js, multiUserMode and canSendChat checks · source-inspected · Source date not stated · Retrieved 2026-10-21
Commit 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba, path server/endpoints/chat.js
Anthropic models in Microsoft Online Services microsoft-copilot:ms-anthropic
Anthropic is disabled by default for EU/EFTA/UK tenants, excluded from EU/in-country processing commitments, and retention-labelled models have separate terms.
Opt-in regions; admin settings; Anthropic models with Data Retention · documented · Source date not stated · Retrieved 2026-10-21
Microsoft Copilot Plans and Pricing - Enterprise microsoft-copilot:ms-price-us
The US page lists Copilot Chat at no additional cost with eligible M365, a USD 30 annual-billing monthly add-on, separate base licensing and metered agent/Cowork use.
Copilot Chat; paid add-on; compare plans; FAQ · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Documents in chat, current interface anythingllm:anythingllm:docchat
Attachments inject full text while embedded documents are retrieved as chunks and become available to every authorized workspace user.
v1.8.5+; attachment vs embedding; context; workspace scope · documented · Source date not stated · Retrieved 2026-10-21
AnythingLLM PDF extraction implementation anythingllm:anythingllm:pdf-pin
The pinned PDF handler attempts OCR when its initial text loader returns no pages, without establishing scan accuracy.
collector/processSingleFile/convert/asPDF/index.js, no-text fallback · source-inspected · Source date not stated · Retrieved 2026-10-21
Commit 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba, path collector/processSingleFile/convert/asPDF/index.js
File upload in Microsoft Copilot microsoft-copilot:ms-upload
The support article names document/image/text formats and a limit of 20 files per conversation and 50 MB per file.
Supported file formats; file limits; files handling · documented · Source date not stated · Retrieved 2026-10-21
Security and access anythingllm:anythingllm:security
Docker multi-user roles are Admin, Manager and Default; Default users only chat in explicitly assigned workspaces.
Docker only; single-user vs multi-user; roles · documented · Source date not stated · Retrieved 2026-10-21
Get answers and insights about your Microsoft Copilot Notebook microsoft-copilot:ms-notebooks
Free Copilot Chat notebooks use up to 50 references; paid notebook grounding uses up to 300, with broader entity types.
Reference limits and supported content types · documented · Source date not stated · Retrieved 2026-10-21
Provide custom instructions for your Microsoft Copilot Notebook microsoft-copilot:ms-notebook-instructions
Notebook instructions can be edited and shared collaboratively; a SharePoint or OneDrive service plan is required.
Instructions; sharing note; prerequisites · documented · Source date not stated · Retrieved 2026-10-21
Agent Builder in Microsoft 365 Copilot microsoft-copilot:ms-builder
Agent Builder creates knowledge/instruction agents, has admin access controls and requires Copilot Studio for authored external actions.
Knowledge; licensing; admin controls; known limitations · documented · Source date 2026-09-30 · Retrieved 2026-10-21
Automatic document sync preview anythingllm:anythingllm:sync
Preview sync refreshes watched sources; removing a watched Desktop original leaves existing parsed content and embeddings in place.
Docker vs Desktop scope; intervals; missing local file · documented · Source date not stated · Retrieved 2026-10-21
MCP compatibility anythingllm:anythingllm:mcp
Self-hosted/desktop MCP supports local stdio and remote SSE/Streamable transports with configured credentials/headers.
Configuration file; management UI; transport types · documented · Source date not stated · Retrieved 2026-10-21
Outlook Agent anythingllm:anythingllm:outlook
The single-user Outlook skill uses a customer Entra application and requests approval for mailbox-modifying operations.
Single-user only; delegated scopes; approvals · documented · Source date not stated · Retrieved 2026-10-21
Gmail Agent anythingllm:anythingllm:gmail
The Gmail skill is single-user only and distinguishes read actions from modifying actions requiring approval.
Single-user only; setup; action approvals · documented · Source date not stated · Retrieved 2026-10-21
SQL Agent anythingllm:anythingllm:sql
A configurable SQL Agent can query a separately connected database.
Database connection and tool use · documented · Source date not stated · Retrieved 2026-10-21
Local Docker installation anythingllm:anythingllm:localdocker
Self-hosting runs the application in customer-controlled infrastructure and mounted storage.
Volumes; local network; configuration · documented · Source date not stated · Retrieved 2026-10-21
AnythingLLM connector registration anythingllm:anythingllm:connectors-pin
The pinned UI registers Confluence, repository, website, YouTube, Obsidian and other import connectors; no source ACL test was performed.
frontend/src/components/Modals/ManageWorkspace/DataConnectors/index.jsx · source-inspected · Source date not stated · Retrieved 2026-10-21
Commit 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba, path frontend/src/components/Modals/ManageWorkspace/DataConnectors/index.jsx
Data, Privacy, and Security for Microsoft Copilot microsoft-copilot:ms-privacy
Microsoft documents the rename, Graph permissions, protected interaction storage, no foundation-model training and residency exceptions.
Rename note; organizational data; stored interactions; EU Data Boundary · documented · Source date not stated · Retrieved 2026-10-21
Prerequisites for deploying connectors microsoft-copilot:ms-connector-license-r2
Paid Copilot/E7 supports connector grounding and federation; Studio/pay-as-you-go supports synced data in agents only, with no federated entitlement.
Licensing matrix; federated prerequisites; synced versus agents · documented · Source date 2026-06-02 · Retrieved 2026-10-21
Copilot connectors overview microsoft-copilot:ms-connectors-r2
Synced connectors index content/ACLs and provide citations; federation fetches live, while this October6 overview retains earlier read-only rollout wording.
Architecture; source examples; citations; October rollout note · documented · Source date 2026-10-06 · Retrieved 2026-10-21
Federated connectors overview microsoft-copilot:ms-federated-r2
The October16 detailed guide documents source-authorized writes and per-tool approval; Researcher stays read-only and Coming soon labels the admin Tools view.
Supported experiences; user licence; actions and confirmation; Tools view · documented · Source date 2026-10-16 · Retrieved 2026-10-21
Set up custom federated connectors microsoft-copilot:ms-custom-mcp-r2
Custom MCP prerequisites include create/update/delete tools; user access requires the Copilot licence and intersecting tenant/staging controls.
MCP prerequisites; OAuth; tenant controls and staged rollout · documented · Source date 2026-10-16 · Retrieved 2026-10-21
Self-serve sync connectors overview microsoft-copilot:ms-personal-sync-r2
Self-serve Confluence/Jira synchronization is a limited-preview per-user route with documented incremental/full crawl intervals.
Limited preview; Confluence/Jira; incremental/full synchronization · documented · Source date 2026-08-13 · Retrieved 2026-10-21
Set up Microsoft Copilot and assign licenses microsoft-copilot:ms-setup
IT assigns paid licences through M365; Microsoft documents Entra MFA, conditional access and additional Purview/SAM licensing dependencies.
Prerequisites; security; get started and deploy · documented · Source date not stated · Retrieved 2026-10-21
Microsoft Purview DLP for Microsoft 365 Copilot and Cowork microsoft-copilot:ms-dlp
Purview policies can detect sensitive prompt types and block Copilot processing; file-label and prompt paths have distinct conditions.
Sensitive information types; prevent processing prompts; sensitivity labels · documented · Source date not stated · Retrieved 2026-10-21
Vector databases anythingllm:anythingllm:vector
The application supports configurable local and external vector databases rather than a single fixed vendor region.
Local and cloud storage choices · documented · Source date not stated · Retrieved 2026-10-21
Privacy and data handling anythingllm:anythingllm:privacy
Telemetry is optional; deleting a document from a workspace differs from deleting it from My Documents and all workspaces.
Telemetry; document removal vs full erasure · documented · Source date not stated · Retrieved 2026-10-21
Chat modes anythingllm:anythingllm:chatmodes
Agent mode uses configured tools; Query mode is documented to report when it finds no relevant document information.
Agent, Chat and Query modes · documented · Source date not stated · Retrieved 2026-10-21
AnythingLLM source citation rendering anythingllm:anythingllm:citation-pin
The pinned client renders citation sources with file/link/provider metadata and source-detail controls.
frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx · source-inspected · Source date not stated · Retrieved 2026-10-21
Commit 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba, path frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx
Memories and personalization anythingllm:anythingllm:memory
Admins enable user-scoped workspace/global memory, and users can edit/delete it; selected memories go to the configured model.
Off by default; user scope; limits; extraction · documented · Source date not stated · Retrieved 2026-10-21
System prompt variables anythingllm:anythingllm:systemprompt
Workspace system prompts can include dynamic user/time context; this does not establish a mandatory organization policy.
Workspace prompt variables and context · documented · Source date not stated · Retrieved 2026-10-21
Personalize what Microsoft Copilot remembers microsoft-copilot:ms-memory
Microsoft documents saved memories, prior-chat inferences, custom instructions and user removal controls, with work insights depending on plan.
Saved memory; history; work insights; custom instructions; temporary chat · documented · Source date not stated · Retrieved 2026-10-21
Agent setup anythingllm:anythingllm:agent-setup
Operators configure Agent models and skills per workspace; the setup guide still names DuckDuckGo as the default search engine.
Workspace model; enabled skills; search configuration · documented · Source date not stated · Retrieved 2026-10-21
Agent Flows anythingllm:anythingllm:flow
A visual no-code flow editor creates reusable Agent skills; code skills remain a separate developer route.
No-code builder; Desktop vs Docker · documented · Source date not stated · Retrieved 2026-10-21
Desktop installation overview anythingllm:anythingllm:desktop
Desktop supports Windows/macOS/Linux, is single-user and exposes only its API when optional LAN discovery is enabled.
OS support; single-player; network discovery · documented · Source date not stated · Retrieved 2026-10-21
Get started with agents in the Microsoft Copilot app microsoft-copilot:ms-agents
Users can discover prebuilt and organization agents and share agent links, subject to account and organization settings.
Explore agents; create and share · documented · Source date not stated · Retrieved 2026-10-21
Agent Flow API-call block anythingllm:anythingllm:flow-api
A flow block calls a configured API and passes its result into later flow steps.
HTTP action configuration · documented · Source date not stated · Retrieved 2026-10-21
Document generation skill anythingllm:anythingllm:docgen
The enabled built-in skill generates text, PDF, Excel, DOCX and PowerPoint files, with model-dependent results.
Availability; document types · documented · Source date not stated · Retrieved 2026-10-21
Chart generation skill anythingllm:anythingllm:chart
An Agent chart skill generates charts from prompts and workspace data.
Examples and workspace data · documented · Source date not stated · Retrieved 2026-10-21
Using agents anythingllm:anythingllm:agent-usage
Agent sessions use configured skills and tool-capable models.
Skills and tool use · documented · Source date not stated · Retrieved 2026-10-21
Agent web browsing anythingllm:anythingllm:browsing
The web-browsing skill searches the internet from an Agent request.
Built-in search skill · documented · Source date not stated · Retrieved 2026-10-21
AnythingLLM v1.18.0 explicitly configured DuckDuckGo route anythingllm:anythingllm:search-configured-r2
At the pinned revision, explicit agent_search_provider=duckduckgo-engine routes queries to the DuckDuckGo HTML search endpoint; this finding makes no default-provider claim.
agent_search_provider lookup; duckduckgo-engine switch case at lines 96-98; _duckDuckGoEngine at lines 1117-1210 · source-inspected · Source date not stated · Retrieved 2026-10-21
Commit 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba, path server/utils/agents/aibitat/plugins/web-browsing.js
AnythingLLM Agent skill controls anythingllm:anythingllm:agent-skills-r2
The setup guide documents skill selection in Settings > Agent Skills and tool toggles from the chat prompt menu.
Configure your available skills, excluding the unversioned default-search example · documented · Source date not stated · Retrieved 2026-10-21
Microsoft Copilot Chat Privacy and Protections microsoft-copilot:ms-chat-privacy
Copilot Chat has limited contextual work access, Exchange interaction logging, OneDrive uploads and a separate Bing web-query boundary.
Grounding; organizational data; logging; generated files; EUDB · documented · Source date 2026-08-24 · Retrieved 2026-10-21
Manage Microsoft Copilot Chat microsoft-copilot:ms-manage
The Allow web search policy can target the tenant, groups and users and also applies to paid Copilot.
Manage web search queries; Cloud Policy · documented · Source date not stated · Retrieved 2026-10-21
Scheduled Jobs anythingllm:anythingllm:job
Recurring Agent jobs are available only in single-user mode, with allowed tools, execution history and generated-file downloads.
Single-user restriction; schedules; run traces · documented · Source date not stated · Retrieved 2026-10-21
Schedule your most used Copilot prompts microsoft-copilot:ms-schedule
Paid Copilot users can schedule up to ten prompts and edit, disable or delete schedules.
Prerequisites; create; manage scheduled prompts · documented · Source date not stated · Retrieved 2026-10-21
Get started with Copilot Cowork microsoft-copilot:ms-cowork
Cowork requires paid Copilot and enabled usage billing, exposes tool steps, and supports action approval and pause/cancel controls.
Prerequisites; watch Cowork work; approve actions · documented · Source date not stated · Retrieved 2026-10-21
Developer API anythingllm:anythingllm:api
Instance APIs manage workspaces, document embedding and chat; API keys confer access and must be protected.
Instance /api/docs; key management; workspace APIs · documented · Source date not stated · Retrieved 2026-10-21
Configuration anythingllm:anythingllm:config
Simple SSO issues short-lived one-use login links for already-provisioned users through a privileged API key; it is not a native SAML/OIDC protocol implementation.
Simple SSO passthrough; multi-user prerequisites · documented · Source date not stated · Retrieved 2026-10-21
Microsoft 365 Copilot Chat API overview microsoft-copilot:ms-chat-api-r2
The text Chat API preview requires each user to have the paid add-on, uses grounding/compliance, and excludes graphical/code/action skills.
Licensing; preview terms; limitations · documented · Source date 2026-07-02 · Retrieved 2026-10-21
Microsoft AI at Work roadmap microsoft-copilot:microsoft-copilot:r4-roadmap-work-iq
The roadmap describes Work IQ API public preview with MCP, REST and A2A access to work context. This does not establish that the separate Chat API is an MCP server or confirm endpoint/plan prerequisites.
April 30, Work IQ API public preview; October 15 legal announcement · vendor-claimed · Source date not stated · Retrieved 2026-10-26
Docker installation overview anythingllm:anythingllm:docker
Docker provides the shared browser/server deployment with multi-user administration; Desktop is a separate single-user application.
Desktop/Docker comparison; server deployment · documented · Source date not stated · Retrieved 2026-10-21
Windows installation anythingllm:anythingllm:windows
Silent installation can support MDM packaging, but all-users installation is explicitly unsupported and Enterprise/Server OS use has caveats.
Current User only; silent install and uninstall · documented · Source date not stated · Retrieved 2026-10-21
Browser extension installation anythingllm:anythingllm:ext
The extension sends pages/selected text into workspaces using an API connection; it does not by itself enforce original web content ACLs.
Supported browsers; API connection; collected content · documented · Source date not stated · Retrieved 2026-10-21
Mobile overview anythingllm:anythingllm:mobile
A separate Android app runs local models and can pair with Desktop or server instances; iOS is not currently available.
Android only; local models; pairing; feature set · documented · Source date not stated · Retrieved 2026-10-21
Meeting Assistant introduction anythingllm:anythingllm:meeting-intro
Free Desktop meeting recording/transcription is local on Windows/macOS; a selected cloud summary model receives the transcript.
Desktop exclusivity; supported OS; privacy · documented · Source date not stated · Retrieved 2026-10-21
Microsoft Copilot Chat usage report microsoft-copilot:ms-chat-usage
Unlicensed Copilot Chat usage is reported separately, anonymized by default, with per-user metrics and CSV export.
Audience; metrics; export · documented · Source date not stated · Retrieved 2026-10-21
Microsoft Copilot app deployment microsoft-copilot:microsoft-copilot:r4-mdm-deployment
The Windows Copilot installer can be distributed through Intune, Configuration Manager, Group Policy or another MDM. Automatic Microsoft 365 Apps installation has EEA/government/channel exclusions. The article confirms the Microsoft Copilot rename.
Deploy via any MDM; prevent automatic installation; rename note · documented · Source date not stated · Retrieved 2026-10-26
AnythingLLM Pro overview anythingllm:anythingllm:pro
Optional Desktop Pro removes daily Magic-feature limits and generated-document watermarks; it is separate from Cloud Pro.
Desktop v1.15+; Magic features; document watermarks · documented · Source date not stated · Retrieved 2026-10-21
Get started writing prompts in Microsoft Copilot microsoft-copilot:ms-writing-r2
The support guide gives drafting and Word rewrite examples and separately requires the commercial Copilot subscription for work-data grounding.
Scope note; draft/edit examples; work-content licence · documented · Source date not stated · Retrieved 2026-10-21
Copilot Chat file-content translation microsoft-copilot:microsoft-copilot:r5-chat-translation
Documents can be attached/referenced for prompted translation in Copilot Chat. The page documents tone and audience instructions, not a formatting-preservation guarantee or managed terminology glossary.
Translate a file; tone/style/country examples · documented · Source date not stated · Retrieved 2026-10-26
Word Translator and Copilot translation workflow microsoft-copilot:microsoft-copilot:r5-word-translation-boundary
Word Translator creates a separate translated copy while retaining formatting; Copilot adapts wording, tone and audience. The page still asks users to review tables/layout after translation and does not make Translator the Copilot Chat engine.
Translate a Word document with Translator; Rewrite translated content with AI; Review checks · documented · Source date 2026-09-16 · Retrieved 2026-10-26
SharePoint document translation scope microsoft-copilot:microsoft-copilot:r5-sharepoint-translation
SharePoint/OneDrive document processing offers format/structure-preserving translated copies, with 40 MB limits and file/permission restrictions. It is a separate service from Copilot Chat.
Requirements; translated file copy; release limitations · documented · Source date 2026-04-23 · Retrieved 2026-10-26
SharePoint terminology glossary microsoft-copilot:microsoft-copilot:r5-sharepoint-glossary
Document processing accepts language-pair glossary files, including CSV/TSV/TAB/XLF, selected in its translation workflow. This does not establish a managed glossary in Copilot Chat.
Create and use a custom glossary for document translation · documented · Source date not stated · Retrieved 2026-10-26
Document processing separate metered billing microsoft-copilot:microsoft-copilot:r5-sharepoint-metering
Document processing uses an Azure subscription/resource group and a pay-as-you-go meter. A Copilot seat alone is not evidence that the separate glossary translation service is included.
Prerequisites; services list including document translation · documented · Source date 2025-08-04 · Retrieved 2026-10-26
Image generation anythingllm:anythingllm:images
Configured OpenAI/OpenRouter/Lemonade tools can edit reference images, while the documented Ollama route generates without using references.
Provider table; reference-image editing; /img · documented · Source date not stated · Retrieved 2026-10-21
Configure Microsoft Copilot settings microsoft-copilot:microsoft-copilot:r4-image-admin
Copilot Settings exposes an image-generation allow/prevent control. Available settings depend on licences, enabled features and rollout; AI Administrator is an example of the required admin role.
Configure Copilot actions; Before you begin · documented · Source date not stated · Retrieved 2026-10-26
Microsoft Product Terms for Online Services microsoft-copilot:microsoft-copilot:r4-online-service-terms
Commercial use is limited to the licensing agreement and Microsoft reserves other rights. Reverse engineering is restricted. Generative-AI output is Customer Data and Microsoft does not own it; this is not a component-by-component source-licence inventory.
Using the Online Services; Acceptable Use; Generative AI Output Content · documented · Source date not stated · Retrieved 2026-10-26
Text to speech anythingllm:anythingllm:tts
Read-aloud uses configured local/browser or external TTS engines, depending on the selected provider.
Provider engines and configuration · documented · Source date not stated · Retrieved 2026-10-21
Transcription models anythingllm:anythingllm:stt
Audio transcription is a separately configurable provider route.
Transcription provider overview · documented · Source date not stated · Retrieved 2026-10-21
Meeting Assistant features anythingllm:anythingllm:meeting
The Desktop meeting workflow records/imports audio, identifies speakers, allows transcript corrections and summarizes meetings.
Transcription; speakers; editable text; summaries · documented · Source date not stated · Retrieved 2026-10-21
Get started with Copilot Voice microsoft-copilot:ms-voice
Work/school dictation and read-aloud are documented, while Voice availability varies and feedback audio is removed after 48 hours.
Feature/account matrix; work/school data and privacy · documented · Source date not stated · Retrieved 2026-10-21
Code interpreter security architecture microsoft-copilot:ms-code-r2
Code interpreter in Copilot/eligible declarative agents runs Python analysis and charts in session-isolated Azure VMs with no network traffic.
Availability; isolated Azure VM; Python analysis · documented · Source date 2025-11-26 · Retrieved 2026-10-21
Copilot Chat privacy and protections microsoft-copilot:ms-chat-privacy-r2
Managed work Chat logs prompts/responses in Exchange and places uploads in OneDrive for Business; generated Office files have separate download/storage paths.
Exchange logging; OneDrive uploads; Office file generation · documented · Source date 2026-08-24 · Retrieved 2026-10-21
AnythingLLM locale registration anythingllm:anythingllm:i18n-pin
The pinned frontend registers English, German, French and Italian resources; completeness and naturalness are not established.
frontend/src/locales/resources.js, English/German/French/Italian imports · source-inspected · Source date not stated · Retrieved 2026-10-21
Commit 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba, path frontend/src/locales/resources.js
AnythingLLM German administrator locale anythingllm:anythingllm:r4-german-admin
German locale resources include user/invite/event-log and administrator settings labels. This establishes partial admin localization, not completeness or naturalness.
settings users, invites, event-logs and role/admin labels · source-inspected · Source date 2026-10-25 · Retrieved 2026-10-26
Commit 9b1fcab141000eaba9f78ed131151de04904454b, path frontend/src/locales/de/common.js
Supported languages for Microsoft Copilot microsoft-copilot:ms-language
The supported work/school language list includes English, German, French and Italian, with localization asserted by Microsoft.
Work or school accounts; localization description · documented · Source date not stated · Retrieved 2026-10-21
AnythingLLM administrative events anythingllm:anythingllm:admin-pin
The pinned admin routes record user creation/deletion, invitation and API-key lifecycle events.
server/endpoints/admin.js, user, invite and API-key routes · source-inspected · Source date not stated · Retrieved 2026-10-21
Commit 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba, path server/endpoints/admin.js
Set up usage-based billing for Copilot Credits microsoft-copilot:ms-cost-setup
The cost dashboard exposes policy and per-user monthly limits and consumes prepaid credit before PAYG overage.
Roles; monthly limits; prepaid and PAYG · documented · Source date not stated · Retrieved 2026-10-21
Workspace chat logs anythingllm:anythingllm:logs
Authorized users export workspace/user chat logs in CSV, JSON, Alpaca JSON or JSONL once at least ten logs are available.
Permissions; export formats; minimum log count · documented · Source date not stated · Retrieved 2026-10-21
Event logs anythingllm:anythingllm:event
The UI records login attempts, messages, setting changes and uploads with user/time details, without a stated immutable retention model.
Events and fields · documented · Source date not stated · Retrieved 2026-10-21
Microsoft Copilot usage report microsoft-copilot:ms-usage
The paid report tracks adoption and application activity and hides identifying user, group and site fields by default.
Report metrics and privacy note · documented · Source date not stated · Retrieved 2026-10-21
Audit logs for Copilot and AI applications microsoft-copilot:ms-audit
Enabled Purview Audit records Copilot admin changes, users, accessed resources, agent identifiers and policy metadata.
Admin and user activities; common properties · documented · Source date not stated · Retrieved 2026-10-21
Learn about auditing solutions in Microsoft Purview microsoft-copilot:ms-audit-standard
Purview distinguishes standard audit retention from separately licensed longer-retention capabilities.
Audit Standard and Premium retention · documented · Source date not stated · Retrieved 2026-10-21
Learn about retention for Copilot and AI apps microsoft-copilot:ms-retention
Copilot interaction copies live in hidden Exchange folders, can have Purview retention policies and remain subject to legal holds.
What is included; mailbox retention flow; holds · documented · Source date not stated · Retrieved 2026-10-21
Audit logs for Copilot and AI applications microsoft-copilot:microsoft-copilot:r4-audit-export
Purview supports searching and exporting Copilot audit events, then filtering exported AppIdentity values. This is metadata export, not a claim that audit events contain full prompts and responses.
Accessing Copilot audit logs; Next steps · documented · Source date 2026-08-26 · Retrieved 2026-10-26
Microsoft 365 usage reports in Microsoft Graph microsoft-copilot:microsoft-copilot:r4-audit-api
The document identifies EXO Search-UnifiedAuditLog CSV export and Office 365 Management Activity API streaming to SIEM for CopilotInteraction events. It distinguishes these from Graph usage-report APIs.
Programmatically export unlicensed Copilot Chat usage · documented · Source date 2025-12-23 · Retrieved 2026-10-26
Learn about the default DLP policy for Microsoft 365 Copilot location microsoft-copilot:ms-dlp-default
The default sensitive-prompt DLP policy simulates and alerts rather than blocking until configured otherwise.
Simulation mode default · documented · Source date not stated · Retrieved 2026-10-21
Purview DLP for Copilot and Cowork microsoft-copilot:microsoft-copilot:r4-custom-dlp-types
Prompt blocking supports built-in and custom sensitive-information types in preview with tenant rollout caveats. Uploaded-file contents are not scanned by this Copilot DLP location.
Block sensitive information types in prompts; Files uploaded in prompts; Availability · documented · Source date not stated · Retrieved 2026-10-26
Cloud overview anythingllm:anythingllm:cloud-overview
Mintplex describes each managed customer instance as isolated AWS infrastructure operated and updated by its team.
Private managed instance · documented · Source date not stated · Retrieved 2026-10-21
Cloud privacy policy anythingllm:anythingllm:privacy-cloud
The managed-service policy excludes self-hosting, names AWS/Stripe/PostHog, permits necessary team access and states deletion at cancellation.
Service scope; AWS; operational access; deletion · documented · Source date 2024-07-01 · Retrieved 2026-10-21
Desktop storage anythingllm:anythingllm:storage
Desktop data is stored in an OS-specific local data directory controlled by its user.
Data location and backup · documented · Source date not stated · Retrieved 2026-10-21
Enterprise data protection in Microsoft Copilot and Microsoft Copilot Chat microsoft-copilot:ms-edp
Enterprise data protection applies Microsoft DPA/Product Terms and documents encryption and tenant separation.
DPA; protection of prompts and responses · documented · Source date not stated · Retrieved 2026-10-21
What is the EU Data Boundary? microsoft-copilot:ms-eudb
The EU/EFTA boundary covers customer data and pseudonymized personal logs subject to transfer exceptions, with professional-services data committed at rest.
Overview; logs; countries; configuration · documented · Source date 2025-02-26 · Retrieved 2026-10-21
Desktop Pro activation anythingllm:anythingllm:pro-key
A purchased Desktop Pro key is periodically validated; free feature allowances remain without a subscription.
Periodic licence validation; free allowances · documented · Source date not stated · Retrieved 2026-10-21
Cloud terms anythingllm:anythingllm:terms-cloud
Managed-service terms name Mintplex Labs Inc in California, California law, cancellation deletion and no credits for offline service under the generic terms.
Scope; entity; payment; cancellation; offline credits; law · documented · Source date 2024-07-01 · Retrieved 2026-10-21
Desktop privacy policy anythingllm:anythingllm:privacy-desktop
The policy describes local Desktop data and optional telemetry; connected external models still need separately scoped data processing.
Desktop-only scope; telemetry · documented · Source date not stated · Retrieved 2026-10-21
Microsoft Copilot no-training statement microsoft-copilot:ms-no-training
Microsoft states that prompts, responses and Graph data do not train foundation models and that the Copilot service opts out of Azure OpenAI abuse monitoring.
Important; abuse monitoring · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Learn about retention for Copilot and AI apps microsoft-copilot:ms-retention-r2
Purview governs Exchange copies of AI interactions and holds, with asynchronous deletion processing distinct from uploaded-file storage.
Interaction storage; retention/hold processing; deleted users · documented · Source date 2025-09-26 · Retrieved 2026-10-21
Overview of AI Subprocessors microsoft-copilot:ms-subprocessors
Microsoft links its Online Services Subprocessors List and subscriptions for change notifications.
Subprocessor governance; customer notification · documented · Source date 2026-08-18 · Retrieved 2026-10-21
Microsoft Service Trust Portal access microsoft-copilot:microsoft-copilot:r4-report-access
Microsoft publishes external audit reports and third-party penetration-test attestations in STP; some downloads require an Entra organization account and acceptance of the compliance-material NDA. No report was downloaded.
Accessing the Service Trust Portal; Reports, Whitepapers and Artifacts · documented · Source date not stated · Retrieved 2026-10-26
BSI certificate registry: Microsoft 365 ISMS IS 552878 microsoft-copilot:microsoft-copilot:r5-bsi-iso27001
BSI registry verifies Microsoft Corporation IS 552878 for the Microsoft 365 services ISMS, development, operations and PII protection, with a February 14, 2024 applicability statement. It does not name Copilot separately.
ISO/IEC 27001:2022; Microsoft Corporation; scope and effective/expiry dates · certificate-verified · Source date 2024-07-26 · Retrieved 2026-10-26
Issuer: BSI. Scope: Microsoft Corporation; Microsoft 365 services ISMS, development, operations and PII protection; Statement of Applicability dated 2024-02-14. No explicit Copilot-specific scope list was obtained from this registry entry.. Valid 2024-07-29 to 2027-07-28
BSI certificate registry: Microsoft 365 privacy PM 741035 microsoft-copilot:microsoft-copilot:r5-bsi-iso27701
BSI verifies the Microsoft 365 services processor privacy-management scope, referring to IS 552878 and the February 14, 2024 applicability statement. Copilot-specific applicability is not independently enumerated.
ISO/IEC 27701:2019; processor scope; effective/expiry dates · certificate-verified · Source date 2024-07-26 · Retrieved 2026-10-26
Issuer: BSI. Scope: Microsoft Corporation; Microsoft 365 services ISMS, development, operations, support and PII protection as a processor; Statement of Applicability dated 2024-02-14; references IS 552878. Not a separately enumerated Copilot certificate.. Valid 2024-07-29 to 2027-07-28
Copilot Microsoft 365 compliance relationship microsoft-copilot:microsoft-copilot:r5-copilot-compliance-boundary
Microsoft includes Copilot in its existing Microsoft 365 privacy/security/compliance commitments and lists ISO 27001/42001. This is vendor scope documentation, not the issuer’s Copilot-specific certificate schedule.
Meeting regulatory compliance requirements · documented · Source date not stated · Retrieved 2026-10-26
Microsoft public ISO 42001 service scope microsoft-copilot:microsoft-copilot:r5-iso42001-scope
Microsoft explicitly lists Copilot and Copilot Chat in its ISO 42001 service scope. The public page points to STP but does not provide an issuer/certificate validity interval for those products.
Microsoft AI services in scope; report route · vendor-claimed · Source date 2026-09-11 · Retrieved 2026-10-26
AnythingLLM Cloud operational access policy anythingllm:anythingllm:secrecy-cloud-access
The managed-only policy permits operational team instance access, names AWS infrastructure and excludes self-hosted deployments; it does not enumerate plain-text field permissions.
Instance Access and Management; Third-Party Services; Data Storage and Security; policy scope · documented · Source date 2024-07-01 · Retrieved 2026-10-21
AnythingLLM local and cloud model routing anythingllm:anythingllm:secrecy-model-routing
System, workspace and agent models can use local or cloud providers; the selected inference path is separate from where the application is hosted.
System LLM; Workspace LLM; Agent LLM; Supported LLM Providers · documented · Source date not stated · Retrieved 2026-10-21
AnythingLLM advertised Cloud plan cards anythingllm:anythingllm:cloud-cards-r2
The current offer page advertises Basic at $50/month and Pro at $99/month, with Enterprise by quote; Basic explicitly asks for an LLM API key.
Basic $50/month, Pro $99/month and quote-only Enterprise cards; Basic BYO LLM key · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Microsoft Copilot - Pläne und Preise für Unternehmen microsoft-copilot:ms-price-de
The German page lists EUR 26 per user per month billed annually excluding VAT, plus a qualifying M365 subscription.
Paid Microsoft 365 Copilot price card and tax notice · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Billing rates and management microsoft-copilot:ms-credit-rates
Studio billing uses feature-dependent credits, with qualifying paid-user assistive scenarios listed at no charge.
Copilot Credits billing table · documented · Source date not stated · Retrieved 2026-10-21
Azure Retail Prices, Switzerland North Linux VMs anythingllm:anythingllm:cost-vm
EUR hourly PAYG rates retrieved 2026-10-21 are 0.2226, 0.4453 and 0.8905 for D4s, D8s and D16s v5 respectively.
Consumption; Virtual Machines Dsv5 Series; Standard_D4s_v5/D8s_v5/D16s_v5 · documented · Source date not stated · Retrieved 2026-10-21
Azure Retail Prices, PostgreSQL Flexible Server anythingllm:anythingllm:cost-pg
EUR hourly PAYG GP compute is 0.2288, 0.4576 and 0.9152 for 2/4/8 vCore; storage is EUR 0.1325 per GB-month.
General Purpose Ddsv5 Series Compute, 2/4/8 vCore; Flex Server Storage · documented · Source date not stated · Retrieved 2026-10-21
ECB euro reference rate history anythingllm:anythingllm:cost-fx
The 2026-10-20 reference rates are EUR 1 = USD 1.1215 and CHF 0.9237.
Cube time=2026-10-20; USD and CHF · documented · Source date 2026-10-20 · Retrieved 2026-10-21
OpenAI API pricing anythingllm:anythingllm:cost-model
Standard gpt-6-luna API price is USD 0.10 per million input tokens and USD 0.50 per million output tokens; caching, batch and regional premiums are separate.
Standard, short-context gpt-6-luna row · documented · Source date not stated · Retrieved 2026-10-21
GPT-6 Luna model documentation anythingllm:anythingllm:cost-effort
The model accepts reasoning effort none, the lowest documented effort, and lists the same standard text-token rates.
Reasoning effort and text-token pricing · documented · Source date not stated · Retrieved 2026-10-21
Euro foreign exchange reference rates microsoft-copilot:fx-20261020
ECB historical XML retrieved directly confirms EUR 1 = USD 1.1215 and CHF 0.9237 for 2026-10-20.
Cube time=2026-10-20; USD and CHF entries · documented · Source date 2026-10-20 · Retrieved 2026-10-21
AnythingLLM generic managed Cloud contract scope anythingllm:anythingllm:cloud-terms-r2
The published generic terms cover managed Cloud, exclude self-hosting and deny offline-service credits; no bespoke Enterprise override was reviewed.
Scope of Agreement; Instance Offline Recovery; last-updated date · documented · Source date 2024-07-01 · Retrieved 2026-10-21
AnythingLLM public support channels anythingllm:anythingllm:support-r2
Public support routes are GitHub, team email and community Discord; the guide recommends GitHub/email for direct team assistance.
GitHub Issues; team email; Discord Community; direct-assistance note · documented · Source date not stated · Retrieved 2026-10-21
Copilot support and feedback microsoft-copilot:microsoft-copilot:r4-support-channels
Copilot extensibility support directs general questions to Microsoft Q&A and service/development issues to Admin Center Help and Support; service requests depend on Premier/Unified support agreement.
Developer support channels · documented · Source date 2026-01-22 · Retrieved 2026-10-26
Microsoft Copilot Skilling Center microsoft-copilot:ms-training
Microsoft publishes admin and user learning resources and links its Champion programme.
Role-based resources; Academy; Champions · vendor-claimed · Source date not stated · Retrieved 2026-10-21