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

# AnythingLLM vs Unique AI

> 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 45 criteria with sourced findings for both products, including 45 that a second agent cross-checked for both. 50 criteria have a sourced finding for at least one product. "Sourced" findings passed publication validation: they are scoped, fresh and cite public resolved sources. "Agent cross-checked" findings also received a separate agent source pass, not necessarily a hands-on test. "Stated by onAI" marks the publisher's own statements about its product (evidence type vendor-statement), which cite no third-party source. Humans approve the rubric, templates and generator; they do not review every finding. It does not declare a winner. A missing sourced finding is not evidence that a capability is absent.

- AnythingLLM source checks: 2026-10-21 to 2026-10-26.
- Unique AI source checks: 2026-10-21 to 2026-10-26.

- Canonical HTML: https://onaihq.com/compare/agents/anythingllm-vs-unique-ai/
- Machine-readable JSON: https://onaihq.com/compare/agents/anythingllm-vs-unique-ai/data.json
- Methodology: https://onaihq.com/compare/agents/methodology/

## Models

### MOD-01: Model catalogue and providers

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

#### AnythingLLM

Verification status: Agent cross-checked (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

#### Unique AI

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

The platform catalogue supports several providers, subject to tenant credentials, contracts and validation status.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Exact contracted/activated models, automatic cross-model routing and a complete image/audio/file matrix were not established. Catalogue dates include future release identifiers; dated additions and tenant eligibility take precedence over a release number.

- providers — Which model providers are available? [partial]: Catalogue includes Azure OpenAI/OpenAI, Anthropic, Google Gemini/Vertex, Together AI and xAI. Provider use must be agreed with each client; a catalogue row is not proof every tenant has it. Sources: unique-ai:unique-ai:models.
- current_models — Which current models are selectable on this plan? [partial]: Release 2026.42, hosted 14 October, explicitly adds Azure GPT-6.1 Sol and Claude Opus/Sonnet 5.5 through Anthropic/Vertex. Availability overview also lists Gemini3.8 Flash; provider/tenant credentials and validation differ. Sources: unique-ai:unique-ai:release42, unique-ai:unique-ai:models.
- user_choice — Can users pick the model per chat? [partial]: Space admins set enabled models; release notes describe chat model switching and API per-message model selection under the same rules. Conduct choices depend on administrator configuration. Sources: unique-ai:unique-ai:release42, unique-ai:unique-ai:agent, unique-ai:unique-ai:conduct.
- auto_routing — Does the product route between models automatically, and is the chosen model shown? [unknown]: Does the product route between models automatically, and is the chosen model shown? Unknown. Exact contracted/activated models, automatic cross-model routing and a complete image/audio/file matrix were not established. Catalogue dates include future release identifiers; dated additions and tenant eligibility take precedence over a release number.
- multimodal_input — Which models accept images, audio or files? [unknown]: Which models accept images, audio or files? Unknown. Exact contracted/activated models, automatic cross-model routing and a complete image/audio/file matrix were not established. Catalogue dates include future release identifiers; dated additions and tenant eligibility take precedence over a release number.

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

Sources: unique-ai:unique-ai:models, unique-ai:unique-ai:agent, unique-ai:unique-ai:conduct, unique-ai:unique-ai:release42

### 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

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

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

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:
- 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

#### Unique AI

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

Unique publishes dated model additions and retirement/migration notes; a complete provider-release lag series remains unknown.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- A provider-verified last-three-major-release lag series for OpenAI, Anthropic and Google was not assembled; availability can depend on each contract. Admin version-pinning guarantees are not documented.

- release_lag_days — What was the lag for each of the last three major releases, per provider? [unknown]: What was the lag for each of the last three major releases, per provider? Unknown. A provider-verified last-three-major-release lag series for OpenAI, Anthropic and Google was not assembled; availability can depend on each contract. Admin version-pinning guarantees are not documented.
- changelog — Is there a dated public model changelog? [supported]: Availability overview has a dated Recent changes table through 13 October 2026, with provider retirement sources. Sources: unique-ai:unique-ai:models.
- deprecation_notice — How much notice is given before a model is removed? [partial]: Dated 14 October release announces migrations ahead of o-series provider retirement on 19 November 2026. No guaranteed Unique contractual notice period is established. Sources: unique-ai:unique-ai:release42.
- version_pinning — Can an admin keep an older model version? [unknown]: Can an admin keep an older model version? Unknown. A provider-verified last-three-major-release lag series for OpenAI, Anthropic and Google was not assembled; availability can depend on each contract. Admin version-pinning guarantees are not documented.

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

Sources: unique-ai:unique-ai:models, unique-ai:unique-ai:release42

### 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

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

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

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:
- 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

#### Unique AI

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

Operators can configure customer model endpoints and credentials through GraphQL.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- BYO licence discounts, provider-by-provider contract onboarding and a full tool/RAG/embedding parity matrix are not public.

- own_api_keys — Can the customer use its own provider API keys? [supported]: ExternalLanguageModel accepts provider API credentials stored encrypted as immutable write-only values; OAuth2 is also documented. Sources: unique-ai:unique-ai:customllm.
- own_cloud_contract — Can it use its own Azure OpenAI, Bedrock or Vertex deployment? [partial]: Custom Azure OpenAI deployment examples specify customer endpoint, deployment, API version and token. Compliance docs mention Bedrock; exact supported Bedrock/Vertex contract routes need deployment scoping. Sources: unique-ai:unique-ai:customllm, unique-ai:unique-ai:compliance.
- custom_endpoint — Can an admin add any OpenAI-compatible endpoint? [partial]: Documents self/cloud-hosted LXM endpoints and an Azure-compatible connection object. Universal support for any OpenAI-compatible endpoint is not guaranteed. Sources: unique-ai:unique-ai:customllm.
- byo_pricing — Does BYO change the licence price? [unknown]: Does BYO change the licence price? Unknown. BYO licence discounts, provider-by-provider contract onboarding and a full tool/RAG/embedding parity matrix are not public.
- byo_restrictions — Which features stop working with BYO? [partial]: Azure Chat Code Execution requires compatible Azure Responses models; switching a custom model group name/deleting an in-use group can break configured assistants. Sources: unique-ai:unique-ai:customllm, unique-ai:unique-ai:code.

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

Sources: unique-ai:unique-ai:customllm, unique-ai:unique-ai:compliance, unique-ai:unique-ai:code

### 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

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

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

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:
- 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

#### Unique AI

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

The platform documents custom model and embedding connections. Tool parity depends on the selected route: Code Execution lists Azure and LiteLLM OpenAI compatibility, while arbitrary self-hosted model parity is unverified.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform; custom-model/embedding connectors and optional Code Execution availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Code Execution has a listed Responses-capability/model matrix, not universal support for every custom-hosted model. Azure sandbox controls are not extended to every LiteLLM route.
- No customer runtime or feature-parity fixture was used; QA-only Phoeniqs is not presented as GA.

- self_hosted_chat — Can chat use a customer-hosted model? [supported]: Custom LXM and on-premises architecture allow customer-hosted model connections. Models, endpoint compatibility and enabled modules are selected for the contracted deployment. Sources: unique-ai:unique-ai:customllm, unique-ai:unique-ai:onpremsecurity.
- self_hosted_embeddings — Can retrieval use customer-hosted embeddings? [partial]: An instance maintainer can configure embedding endpoint, key and deployment; the operator overview allows self-hosted embeddings. Supported non-Azure runtimes and a particular customer configuration were not verified. Sources: unique-ai:unique-ai:embeddings, unique-ai:unique-ai:operators.
- feature_parity — Which features fail with self-hosted models? [partial]: Changing embeddings requires re-embedding existing files. The Code Execution compatibility section explicitly lists Azure Responses-capable IDs and LiteLLM OpenAI IDs, so no blanket Azure-only restriction is asserted. Its introduction/security section describes an Azure sandbox; the actual LiteLLM execution route and parity for arbitrary self-hosted models remain unverified. Sources: unique-ai:unique-ai:embeddings, unique-ai:unique-ai:review2-code.
- vendor_hosted_open_models — Does the vendor host open-weight models in EU/CH? [partial]: The model catalogue describes Swiss Phoeniqs open models in QA only, not the UAT01/Prod offer. Production entitlement to a vendor-hosted Swiss open model was not established. Sources: unique-ai:unique-ai:review2-models.

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

Sources: unique-ai:unique-ai:customllm, unique-ai:unique-ai:onpremsecurity, unique-ai:unique-ai:embeddings, unique-ai:unique-ai:operators, unique-ai:unique-ai:review2-code, unique-ai:unique-ai:review2-models

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

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

#### AnythingLLM

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

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

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:
- 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

#### Unique AI

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

Models and knowledge/tools are configured per access-controlled Space; optional beta daily spending caps block calls.

Availability: beta
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No two-group restriction fixture was run. Exact contract token/message limits, platform-wide model allow-lists and provider data-routing policy remain unverified.

- model_allowlist_by_group — Can admins limit models per group? [partial]: Admins bind deployed/approved models to Spaces and grant people/groups space access. Direct per-group model lists across all chats are not documented. Sources: unique-ai:unique-ai:agent.
- data_bound_models — Can admins restrict which models receive connector or knowledge content? [partial]: A Space binds one model, selected KB sources and tools, and people/group access. A global connector-content model policy is not established. Sources: unique-ai:unique-ai:agent.
- default_model — Can admins set the default model? [supported]: Administrators select the model for each Space. Sources: unique-ai:unique-ai:agent.
- user_limits — What per-user message or token limits apply, and are they published? [partial]: Off-by-default beta cost management supports daily USD limits at company/group/user levels, reset at user-local midnight. Public fixed token/message quotas are not established. Sources: unique-ai:unique-ai:cost.
- limit_behaviour — What happens when a limit is reached? [supported]: With limits enabled, the next model call is blocked when daily spend reaches the cap. Most permissive group limit wins unless a user override exists. Sources: unique-ai:unique-ai:cost.

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

Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:cost

## 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

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

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

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:
- 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

#### Unique AI

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

Chat upload defaults are 512 MB/file and 30 files/batch, with source retrieval for large documents.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Configured scanned-PDF OCR is documented: MDI supports image-based PDFs, Docling has partial support, and Base Unique Ingestion does not support them. MDI must be provisioned and enabled for the folder or chat Space.
- Scanned-PDF accuracy, formula preservation, embedded-figure extraction and shared fixture outcomes were not measured. Older general ingestion limits differ from current production chat defaults.

- formats — Which formats are accepted? [supported]: Chat supports PDF, DOCX, XLSX, PPTX, CSV, HTML, MD and TXT; PNG/JPEG when enabled per Space. Sources: unique-ai:unique-ai:files.
- limits — What size and count limits apply per file and chat? [partial]: Production Chat defaults 512 MB/file, 30 files/upload. Code Execution has separate 100 MB and 10-file limits. Environment overrides and aggregate chat caps need tenant confirmation. Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:code.
- ocr — Are scanned PDFs read? [partial]: The file-ingestion guide explicitly distinguishes methods: Base Unique Ingestion does not support image-based scanned PDFs, MDI supports them, and Docling has partial support. MDI must be provisioned and enabled for the folder or in the chat Space ingestion settings. Experimental image-content extraction and deprecated agentic ingestion are separate. No scanned-document fixture or accuracy measurement was run. Sources: unique-ai:unique-ai:file-ingestion-20261026.
- spreadsheets — Are Excel tables read with structure intact? [partial]: Chat guide says default extraction can fail beyond 5,000 rows x 100 columns. General format guide lists 1,000 x 40; formulas and structure retention were not tested. Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:filetypes.
- full_vs_chunked — Is the whole file used or only retrieved parts, and does the user see which? [supported]: Checked uploads force retrieval each turn. Large files contribute selected chunks, not necessarily the full file, and users do not see full coverage. Experimental full-PDF mode is separate. Sources: unique-ai:unique-ai:files.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25.

Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:code, unique-ai:unique-ai:filetypes, unique-ai:unique-ai:file-ingestion-20261026

### 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

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

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

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:
- 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

#### Unique AI

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

Knowledge folders persist and can be scoped to users/groups and bound to Spaces.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Public total collection/document/token caps and organisation-wide sharing defaults are not specified; chat-only uploads are separately private and expiring.

- persistent_collections — Can users keep document collections across chats? [supported]: Ingested content lives in knowledge-base folders/scopes beyond a chat. Sources: unique-ai:unique-ai:kbpermissions.
- sharing_scope — Can collections be shared with users, groups or the whole organisation? [supported]: ScopeAccess grants users or groups read/write access. A flat folder permission does not automatically grant subfolder access. Sources: unique-ai:unique-ai:kbpermissions.
- size_limits — What are the collection limits? [unknown]: What are the collection limits? Unknown. Public total collection/document/token caps and organisation-wide sharing defaults are not specified; chat-only uploads are separately private and expiring.
- assistant_binding — Can collections be bound to an assistant? [supported]: Space Internal Search binds selected folders/files and further narrows user permissions. Sources: unique-ai:unique-ai:agent.

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

Sources: unique-ai:unique-ai:kbpermissions, unique-ai:unique-ai:agent

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Indexed SharePoint and Confluence are documented. Current architecture also names Google Drive/Salesforce, and release notes describe Salesforce/Yahoo Finance MCP connector dashboards; detailed entitlements and source permissions remain connector-specific.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique MCP Hub and Knowledge Base MCP; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Architecture labels and release examples do not prove that every source is enabled or included in every contract.
- Future items on the roadmap are not promoted to current connector support.
- No source-connection or two-user permission fixture was run.

- microsoft_365 — Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [partial]: SharePoint Online connector copies selected content with application consent and optional permission sync. Platform documentation also exposes Teams and Outlook MCP operator guides, but their exact contracted scope and OneDrive coverage were not verified. Sources: unique-ai:unique-ai:sharepoint.
- google_workspace — Which Google sources are connected? [partial]: The current Platform Overview names Google Drive as a Knowledge Source feeding the Knowledge Base. It does not establish Gmail/Calendar coverage, a deployment guide, source consent scopes or inclusion in a particular customer contract. This is a documented architecture listing, not an observed enabled connector. Sources: unique-ai:unique-ai:platform-overview-20261026.
- atlassian — Confluence and Jira? [partial]: Official Confluence connector supports Cloud and Data Center; Jira connector coverage was not established. Sources: unique-ai:unique-ai:confluence.
- other_systems — Which other business systems? [partial]: Release 2026.40 names Salesforce and Yahoo Finance as examples in GA MCP connector dashboards that admins can list, enable and sign in to. Platform Overview also names Salesforce as a Knowledge Source. Exact origin implementation, connector rights, credentials and commercial inclusion vary by configured connector and contract. Sources: unique-ai:unique-ai:release40-20261026, unique-ai:unique-ai:platform-overview-20261026.
- on_prem_sources — Can on-prem file shares or databases be connected? [partial]: Confluence Data Center sources are supported via REST. Generic file-share/database connector scope was not established. Sources: unique-ai:unique-ai:confluence.
- connector_provider — Who builds and maintains each connector? [supported]: Unique publishes Kubernetes operator guides for SharePoint and Confluence; client IT supplies source credentials, consent, scope and deployment configuration. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25.

Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence, unique-ai:unique-ai:platform-overview-20261026, unique-ai:unique-ai:release40-20261026

### KNOW-04: Permission-aware retrieval

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

#### AnythingLLM

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

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

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:
- 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

#### Unique AI

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

SharePoint permission mirroring is optional; Confluence does not synchronise source permissions.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No two-user restricted-document/revocation fixture was run. End-to-end revocation SLA and label enforcement are not established. Older folder-permissions documentation says SharePoint never mirrors permissions, conflicting with the newer optional-sync guide.

- source_permissions_respected — Are source permissions enforced per user? [partial]: SharePoint content_and_permissions mirrors source rights, while content_only uses Unique scope rules. Confluence explicitly has no source-permission sync, so Unique folder access needs configuration. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence.
- enforcement_point — Does the source system, a mirrored index or nothing enforce them? [supported]: Indexed content is filtered through Unique user/group ScopeAccess. This is not source-system live query-time enforcement. Sources: unique-ai:unique-ai:kbpermissions, unique-ai:unique-ai:sharepoint.
- revocation_delay — How quickly does a removed permission take effect? [partial]: SharePoint source rights refresh periodically, default scans 15 minutes. Internal gatekeeper changes usually propagate under one second but have no hard upper bound; degraded/missed broadcasts can leave old rules active. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:permissioncache.
- admin_scope_controls — Can admins exclude sites, folders or labels? [supported]: Admins allow SharePoint sites/libraries and require a sync flag, Confluence labels, and Space KB restrictions. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence, unique-ai:unique-ai:agent.
- sensitivity_labels — Are Microsoft Purview or similar labels respected? [partial]: July SharePoint connector explicitly excludes sensitivity/classification-level detection. Separately, release2026.42 documents experimental Purview-protected-file decryption using uploader rights, gated by MIP_DECRYPTION_ENABLED and Entra/operator changes. This is not proof of general label-policy enforcement. Sources: unique-ai:unique-ai:release42, unique-ai:unique-ai:sharepoint.

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

Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence, unique-ai:unique-ai:kbpermissions, unique-ai:unique-ai:permissioncache, unique-ai:unique-ai:agent, unique-ai:unique-ai:release42

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

SharePoint and Confluence copy content to Unique indexes on configurable scans, default every 15 minutes.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No source-edit/delete fixture was run. Actual sync duration, strict deletion SLA and index/backup region per contract remain unverified.

- live_or_indexed — Is content searched live or copied into an index? [supported]: Connectors ingest documents/page attachments into the Unique knowledge base for RAG. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence.
- sync_interval — How often does an index refresh? [supported]: Default 15-minute scan for both connectors; schedules are configurable. Real-time sync is explicitly not supported. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence.
- deletion_propagation — How quickly does a deleted document disappear? [partial]: Diff processing detects deleted source files/pages and removes them on a sync run. A strict completion bound is not provided. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence.
- index_location — Where is indexed content stored? [partial]: Hosted documents use Azure storage; embeddings Qdrant and search vectors on managed disks in the selected deployment. Exact per-client index region needs the MSA/architecture. Sources: unique-ai:unique-ai:retention, unique-ai:unique-ai:keys.

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

Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence, unique-ai:unique-ai:retention, unique-ai:unique-ai:keys

### 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

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

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

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:
- 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

#### Unique AI

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

Unique documents source-linked answers and reference limits, without a shared-corpus accuracy result.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.

- citations — Are answers linked to specific sources? [supported]: Chat retrieval cites sources; Conduct links source facts, with PDF/Word page-level references and other formats at document level. Generated files are not citation-linked or hallucination-checked. Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:conduct.
- citation_accuracy — Do the cited passages support the answer? [unknown]: Do the cited passages support the answer? Unknown. No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.
- cross_language — Does a question in one language find documents in another? [unknown]: Does a question in one language find documents in another? Unknown. No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.
- no_answer_behaviour — Does it say when the corpus has no answer? [unknown]: Does it say when the corpus has no answer? Unknown. No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.
- observed_accuracy — How many of the question set were answered correctly? [unknown]: How many of the question set were answered correctly? Unknown. No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.

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

Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:conduct

### 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

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

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

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.

- 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

#### Unique AI

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

Context Memory provides a private cross-chat user profile with edit and opt-out controls.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No authenticated memory fixture or permanent deletion test was run. The guide explicitly contradicts the settings deletion promise.

- custom_instructions — Can users set persistent instructions? [partial]: Admins configure Space instructions; memory learns preferences. A separate persistent user-authored global instruction field was not established. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:memory.
- cross_chat_memory — Does the product remember facts across chats? [supported]: One per-user profile is loaded across enabled spaces/chats and updated after answers; stored in a private unindexed KB folder. Sources: unique-ai:unique-ai:memory.
- user_memory_controls — Can users view, edit and delete memories? [partial]: Users view/edit the profile and disable updates/loading. Docs explicitly say disabling does not delete the profile despite contrary settings text; a delete control is not established. Sources: unique-ai:unique-ai:memory.
- admin_memory_controls — Can admins turn memory off? [supported]: Release2026.42 makes Context Memory GA, with per-company enable/disable feature flag and per-Space activation. Users can opt out; Web Search combinations remain restricted by default. Sources: unique-ai:unique-ai:release42, unique-ai:unique-ai:memory.

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

Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:memory, unique-ai:unique-ai:release42

## 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

Verification status: Agent cross-checked (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.

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:
- 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

#### Unique AI

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

Admins configure Spaces with instructions, models, knowledge, tools, prompts and group access.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Assistant versioning, organisation-wide directory discovery and unrestricted end-user creation were not established.

- create_assistants — Can users create assistants with instructions, knowledge and tools? [supported]: Space setup includes model, instructions, knowledge sources and tools. Sources: unique-ai:unique-ai:agent.
- creator_permissions — Can admins limit who creates them? [supported]: Space creation/management requires delegated role permissions; Can manage grants space configuration access. Sources: unique-ai:unique-ai:roles, unique-ai:unique-ai:agent.
- sharing_scope — Can assistants be shared with users, groups or everyone? [supported]: Share through Access with people/groups as Can chat or Can manage. Sources: unique-ai:unique-ai:agent.
- catalogue — Is there an internal assistant directory? [partial]: Space Management lists configured workspaces; a dedicated employee assistant-discovery directory is not described. Sources: unique-ai:unique-ai:agent.
- prompt_library — Are shared prompt templates available? [supported]: Admins publish Suggested Prompts with a Space; users also have personal saved prompts. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:chat.

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

Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:roles, unique-ai:unique-ai:chat

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Built-in tools and beta MCP connectors are governed at organisation and Space levels.

Availability: beta
Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique AI Conduct, Unique MCP Hub and Knowledge Base MCP; version=not specified; plan=Contracted platform with MCP beta feature flag and configured connectors; add_ons=MCP entitlement and enablement per contract; deployment_mode=not specified; region=Tenant plus downstream connector/provider regions; os=not specified.

Limitations:
- Arbitrary OpenAPI action import, local stdio MCP support, each connector auth mode and universal side-effect approval are not established. Hub planned DLP/elicitation pipeline is not treated as released.

- builtin_tools — Which tools are built in? [supported]: Internal search, web search, Deep Research and Code Execution are documented; Deep Research is experimental and code has model restrictions. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:code, unique-ai:unique-ai:deepresearch.
- custom_actions — Can admins add API actions? [unknown]: Can admins add API actions? Unknown. Arbitrary OpenAPI action import, local stdio MCP support, each connector auth mode and universal side-effect approval are not established. Hub planned DLP/elicitation pipeline is not treated as released.
- mcp_client — Can it use remote MCP servers, and with what admin control? [supported]: MCP Tools for Spaces is beta, off until enabled for the organisation; connector admins and space managers can selectively expose connectors/tools. Sources: unique-ai:unique-ai:mcp.
- tool_auth — Do tools act as the user or as a shared account? [supported]: MCP Hub maps user hub tokens to downstream per-user OAuth tokens; secrets are injected server-side. Sources: unique-ai:unique-ai:hub.
- tool_approval — Can admins approve or block tools, and can users confirm actions before they run? [partial]: Admins restrict origin/connector/tool exposure. Conduct can pause for approve/deny of configured sensitive actions; it is not a universal confirmation guarantee. Sources: unique-ai:unique-ai:hub, unique-ai:unique-ai:conduct.

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

Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:code, unique-ai:unique-ai:deepresearch, unique-ai:unique-ai:mcp, unique-ai:unique-ai:hub, unique-ai:unique-ai:conduct

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Web search has provider/strategy controls; separate Deep Research is experimental.

Availability: beta
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No search/report fixture was run. Exact query/provider regions, contract enablement and current Deep Research production readiness remain unverified.

- web_search — Is web search available? [supported]: Real-time web search/read is a Space tool, with stable V1/V2 modes and experimental V3. Sources: unique-ai:unique-ai:websearch.
- admin_toggle — Can admins disable it per organisation or group? [supported]: Admins enable/disable tools per Space shared with groups. Deep Research tools are configured separately; disabling ordinary Web Search is not a universal external-search block. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:deepresearch.
- search_provider — Which search provider handles queries, and where? [partial]: Configured engines can include Google, Bing, Brave, Jina, Tavily, Firecrawl, Vertex or custom API; query context can leave the tenant. Exact provider region must be set per contract. Sources: unique-ai:unique-ai:websearch.
- deep_research — Is multi-step research with a report available? [supported]: Experimental tool creates multi-source research and reports. Unique engine can use internal/web sources; OpenAI-native engine requires direct OpenAI-hosted models and lacks internal sources/hosting-location control. Sources: unique-ai:unique-ai:deepresearch.
- web_citations — Are web sources cited? [supported]: Web answers include source references; Deep Research documents citation-linked reports. Sources: unique-ai:unique-ai:websearch, unique-ai:unique-ai:deepresearch.

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

Sources: unique-ai:unique-ai:websearch, unique-ai:unique-ai:agent, unique-ai:unique-ai:deepresearch

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Recurring Scheduled Tasks run with user permissions; current release notes label the feature experimental.

Availability: beta
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No general no-code workflow/chain builder or complete event-source trigger catalogue was established. Automated runs may stop for manual approval/questions and are subject to normal usage limits.

- workflow_builder — Is there a workflow or chain builder? [unknown]: Is there a workflow or chain builder? Unknown. No general no-code workflow/chain builder or complete event-source trigger catalogue was established. Automated runs may stop for manual approval/questions and are subject to normal usage limits.
- scheduled_tasks — Can prompts or assistants run on a schedule? [partial]: User guide labels recurring Chat/Conduct tasks beta and off by default; release2026.42 instead labels Scheduled Tasks experimental, off by default, enabled on request, and describes scheduling/eligibility fixes. Sources: unique-ai:unique-ai:release42, unique-ai:unique-ai:scheduled.
- event_triggers — Can external events start a workflow? [partial]: SDK documents webhook-driven applications, which require developer-hosted modules; a packaged no-code external-event builder was not established. Sources: unique-ai:unique-ai:sdk.
- builder_audience — Is building aimed at business users, IT or developers? [partial]: Business users author recurring tasks in the UI or Conduct; developers host webhook-driven SDK modules. Availability and scheduling behaviour depend on deployed release. Sources: unique-ai:unique-ai:scheduled, unique-ai:unique-ai:sdk.

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

Sources: unique-ai:unique-ai:scheduled, unique-ai:unique-ai:sdk, unique-ai:unique-ai:conduct, unique-ai:unique-ai:release42

### 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

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

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

#### Unique AI

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

Contract-enabled Conduct plans and executes multi-step tasks with visible tools and stop controls. Sensitive actions can ask for approval; separately enabled Experimental Scheduled Tasks offer automatic approval.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Conduct; version=Conduct 2026.40+; scheduling status/flags per 2026.42; plan=Contracted Unique AI platform; Conduct; Scheduled Tasks separately enabled per contract and feature flag availability and deployment/provider configuration depend on the customer agreement; add_ons=Conduct; optional Scheduled Tasks feature flag; deployment_mode=not specified; region=Configured tenant/models/tools; scheduled actions run with the owner permissions and configured approval policy; os=not specified.

Limitations:
- No agent fixture was run. Interactive sensitive-action approval and separately enabled unattended automatic approval are different execution modes.
- Actual tools, entitlement, approval policy and deployed release depend on the customer contract/configuration.

- agent_mode — Is there an agent mode for multi-step tasks? [supported]: Plans and executes Python/Bash, files, internal search and configured MCP tools in an autonomous workspace. Sources: unique-ai:unique-ai:conduct.
- visible_steps — Are steps and tool calls shown? [supported]: Shows checklist, progress, code/tool inputs and outputs, and waiting/working indicators. Sources: unique-ai:unique-ai:conduct.
- side_effect_confirmation — Must the user confirm actions with side effects? [partial]: Conduct shows approve/deny for actions configured as sensitive. The separate Scheduled Tasks guide offers Automatic or Manual approval for Chat/Conduct unattended runs. Release 2026.42 labels scheduling Experimental and feature-flagged. Mandatory human approval of every side effect is therefore not established for all configured runs. Sources: unique-ai:unique-ai:conduct, unique-ai:unique-ai:review2-scheduled, unique-ai:unique-ai:review2-release42.
- stop_control — Can the user stop a running task? [supported]: Stop ends the turn within seconds; completed steps/files remain and interrupted work can be resumed. Sources: unique-ai:unique-ai:conduct.

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

Sources: unique-ai:unique-ai:conduct, unique-ai:unique-ai:review2-scheduled, unique-ai:unique-ai:review2-release42

### 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

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

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

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:
- 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

#### Unique AI

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

Public API/Python SDK and Knowledge Base MCP are documented.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique API and Python SDK, Unique MCP Hub and Knowledge Base MCP; version=not specified; plan=Contracted APIs and KB MCP deployment; model tracking requires enablement; add_ons=KB MCP and usage-tracking enablement per contract; deployment_mode=not specified; region=Configured deployment and external client region; os=not specified.

Limitations:
- No API/SDK fixture was run; complete endpoint catalogue, rate limits, budget enforcement and all-services audit parity remain unverified.

- chat_api — Is there an API for chat and assistants? [partial]: SDK exposes the Unique public API, personal/app keys and webhook signatures. Exact endpoint entitlements/rate limits require the contracted deployment. Sources: unique-ai:unique-ai:sdk.
- knowledge_api — Can documents be loaded through an API? [partial]: Connector/operator docs describe ingestion and knowledge APIs; public SDK supports platform integrations. Sources: unique-ai:unique-ai:sdk, unique-ai:unique-ai:sharepoint.
- api_governance — Do audit, budgets and model rules apply to API use? [partial]: Feature-flagged model-use tracking covers public API/SDK/agentic and Azure SDK calls with company/user/app metadata. Complete budget/model-rule enforcement across all internal services is not established. Sources: unique-ai:unique-ai:api-usage.
- mcp_server — Does the product expose itself to other agents over MCP? [supported]: Knowledge Base MCP lets external assistants search/read the Unique KB with the user permissions and admin scope restrictions. The documentation-only MCP endpoint is distinct. Sources: unique-ai:unique-ai:mcpkb.

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

Sources: unique-ai:unique-ai:sdk, unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:api-usage, unique-ai:unique-ai:mcpkb

## 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

Verification status: Agent cross-checked (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

#### Unique AI

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

A web workspace is documented; native-client and managed-deployment coverage is unverified.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.

- web — Is a full web client available? [supported]: Public documentation describes browser chat, Space Management and administration. Sources: unique-ai:unique-ai:chat, unique-ai:unique-ai:agent.
- desktop_apps — Windows and macOS apps? [unknown]: Windows and macOS apps? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.
- mobile_apps — iOS and Android apps with SSO? [unknown]: iOS and Android apps with SSO? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.
- browser_extension — Is there a browser extension or sidebar? [unknown]: Is there a browser extension or sidebar? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.
- managed_deployment — Can IT deploy and configure clients through MDM? [unknown]: Can IT deploy and configure clients through MDM? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.
- client_feature_gaps — Which features are missing on mobile? [unknown]: Which features are missing on mobile? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.

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

Sources: unique-ai:unique-ai:chat, unique-ai:unique-ai:agent

### 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

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

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

#### Unique AI

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

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

### WORK-03: Translation and writing

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

#### AnythingLLM

Verification status: Agent cross-checked (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

#### Unique AI

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

A beta Translator Space translates Office files and text with configurable glossaries.

Availability: beta
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No translated-contract fixture was run. Exact engine/model, formality/de-CH controls, supported glossary language pairs and layout fidelity need verification.

- document_translation — Can whole documents be translated with formatting kept? [partial]: DOCX, XLSX and PPTX document translation is documented, with possible layout disruption. PDF input is explicitly excluded in this Translator mode. Sources: unique-ai:unique-ai:translation.
- translation_engine — Which engine translates? [partial]: Translator V2 is a standalone AI module configured with a model; no dedicated DeepL engine was established. Sources: unique-ai:unique-ai:translation.
- glossaries — Are company glossaries supported? [supported]: Admins can configure glossary pre/postprocessing. Sources: unique-ai:unique-ai:translation.
- formality_and_variants — Can formality and regional variants (de-CH) be set? [partial]: Postprocessing can change regional spelling, exemplified by US-to-UK English. Formality or de-CH-specific support was not verified. Sources: unique-ai:unique-ai:translation.
- writing_tools — Are dedicated rewrite and proofreading tools available? [partial]: Chat generates and iterates on text; no distinct proofreading/rewriting tool scope was established. Sources: unique-ai:unique-ai:chat.

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

Sources: unique-ai:unique-ai:translation, unique-ai:unique-ai:chat

### 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

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

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

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:
- 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

#### Unique AI

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

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

### WORK-05: Voice and meetings

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

#### AnythingLLM

Verification status: Agent cross-checked (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

#### Unique AI

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

Voice dictation is documented with Azure Speech prerequisites; recording use is separately described in the DPA.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Read-aloud and full voice conversation, recording-specific plans/limits and verified Swiss German recognition are not established. Voice guide warns about dialects; audio route may traverse public internet/Azure backbone.

- dictation — Can users dictate prompts? [supported]: Microphone transcribes into the prompt field, with audio discarded after live transcription. Requires configured Azure AI Speech Services; EN/DE/FR/IT are listed. Sources: unique-ai:unique-ai:voice, unique-ai:unique-ai:voice-user.
- read_aloud — Can answers be read aloud? [unknown]: Can answers be read aloud? Unknown. Read-aloud and full voice conversation, recording-specific plans/limits and verified Swiss German recognition are not established. Voice guide warns about dialects; audio route may traverse public internet/Azure backbone.
- voice_conversation — Is a live voice mode available? [unknown]: Is a live voice mode available? Unknown. Read-aloud and full voice conversation, recording-specific plans/limits and verified Swiss German recognition are not established. Voice guide warns about dialects; audio route may traverse public internet/Azure backbone.
- meeting_summaries — Are meetings transcribed and summarised? [partial]: DPA recording use case covers audio/transcripts, optional video and GPT summaries/follow-up emails. This is a contracted recording use case, not proof every Chat plan includes meeting capture. Sources: unique-ai:unique-ai:dpa.
- swiss_german_speech — Is Swiss German speech recognised? [unknown]: Is Swiss German speech recognised? Unknown. Read-aloud and full voice conversation, recording-specific plans/limits and verified Swiss German recognition are not established. Voice guide warns about dialects; audio route may traverse public internet/Azure backbone.

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

Sources: unique-ai:unique-ai:voice, unique-ai:unique-ai:voice-user, unique-ai:unique-ai:dpa

### 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

Verification status: Agent cross-checked (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.

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:
- 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

#### Unique AI

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

Enabled Chat Code Execution and Conduct can analyse data and produce downloadable files. Selected KB documents can be preloaded into the code container; ordinary unrestricted KB retrieval is separate.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique AI Conduct; version=not specified; plan=Contracted Unique AI platform; Chat Code Execution or Conduct; model compatibility and flags configured separately availability and deployment/provider configuration depend on the customer agreement; add_ons=Code Execution / Conduct enablement per contract; deployment_mode=not specified; region=Documented Azure code container for the Azure route; LiteLLM execution region unverified; Conduct sandbox per contracted deployment; os=not specified.

Limitations:
- Selected admin-preloaded KB files are supported; this is not arbitrary sandbox retrieval of the whole Knowledge Base.
- The page lists Azure and LiteLLM-compatible model IDs but describes Azure-specific container controls. Actual provider execution routing and entitlement require deployment configuration.
- No generated-file quality/editability fixture was run.

- data_analysis — Can it analyse spreadsheets with executed code? [partial]: Chat Code Execution runs Python for CSV/XLSX analysis. The general limitation says KB files are not directly accessible, but admin configuration additionalUploadedDocuments preloads selected KB content_ids, for example templates, into the container. The documented Azure route has no outbound internet/runtime installs and a ten-file/100 MB per-file limit. The compatibility table also lists LiteLLM OpenAI models; that does not establish the same execution-region controls for every route. Conduct separately runs Python/Bash. Sources: unique-ai:unique-ai:review2-code, unique-ai:unique-ai:conduct.
- charts — Can it produce charts? [supported]: The Code Execution guide documents matplotlib PNG/SVG and inline charts. Its described Azure container lacks kaleido, limiting Plotly static exports; no statement about every alternative runtime is inferred. Sources: unique-ai:unique-ai:review2-code.
- office_file_output — Can it create Word, Excel or PowerPoint files? [partial]: The guide documents DOCX/XLSX generation and PPTX from supplied templates, with variable presentation quality. KB templates can be supplied by the admin preload setting. Generated files remain outside Conduct source-citation/hallucination checks. Sources: unique-ai:unique-ai:review2-code, unique-ai:unique-ai:conduct.
- canvas_editing — Is there a document or canvas editor for iterating on output? [unknown]: No dedicated canvas editor or editable spreadsheet-to-PowerPoint fixture result was established. Downloadable file generation does not establish in-product canvas editing.

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

Sources: unique-ai:unique-ai:review2-code, unique-ai:unique-ai:conduct

### 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

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

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

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:
- 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

#### Unique AI

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

Shared Chats is GA in release 2026.42, with company settings and a per-Space toggle. Simultaneous group conversation and recipient source-permission handling remain unverified.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=2026.42 or later; plan=Contracted Unique AI platform; Shared Chats and Spaces; sharing settings and deployed release availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- A shared conversation is not evidence of simultaneous group participation or recipient access to every source.
- No cross-group shared-chat permission fixture was run.

- share_chats — Can chats be shared inside the organisation? [supported]: Release 2026.42 makes whole-chat sharing GA and on by default for companies, while each Space still needs its Shared chat toggle. Explicit existing company preferences are preserved. Owners can search recipients and copy share links. Sources: unique-ai:unique-ai:review2-release42.
- team_spaces — Are shared projects or workspaces available? [partial]: Admins publish shared Spaces with people/group Can chat and Can manage roles. These share agent configuration/knowledge, not necessarily a conversation. Sources: unique-ai:unique-ai:agent.
- group_chat — Can several people chat together with the AI? [unknown]: Whole-chat sharing is documented. A simultaneous multi-person AI conversation, collaborative commenting or live co-editing mode was not established or tested.
- share_permission_boundary — Does sharing respect the recipient's access to sources? [unknown]: Whole-chat sharing is documented, but whether a recipient can open every cited source or inherits source permissions was not established in the retrieved release/Space documentation. No cross-group fixture was run.

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

Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:review2-release42

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Current release notes document German, French and Swiss German UI language behaviour; completeness and accessibility remain unverified.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Release notes describe locale fixes, not a full UI audit or conformance statement. No authenticated UI was reviewed.

- ui_languages — Which UI languages are offered? [partial]: Release2026.42 describes German/French label translations and selected-language login/notices/errors/side-panels, including Swiss German spellings. A complete language matrix was not provided. Sources: unique-ai:unique-ai:release42.
- dach_language_quality — Are German, French and Italian UIs complete and natural? [unknown]: Are German, French and Italian UIs complete and natural? Unknown. DE/FR/IT/EN voice and text-language capabilities are not a UI-localisation matrix. No authenticated user/admin language-quality pass or current WCAG conformance statement was obtained.
- accessibility_statement — Is there a WCAG conformance statement? [unknown]: Is there a WCAG conformance statement? Unknown. DE/FR/IT/EN voice and text-language capabilities are not a UI-localisation matrix. No authenticated user/admin language-quality pass or current WCAG conformance statement was obtained.
- admin_ui_languages — Is the admin interface available in German? [unknown]: Is the admin interface available in German? Unknown. DE/FR/IT/EN voice and text-language capabilities are not a UI-localisation matrix. No authenticated user/admin language-quality pass or current WCAG conformance statement was obtained.

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

Sources: unique-ai:unique-ai:release42

## 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Zitadel supports Entra OIDC, generic OIDC and SAML across documented deployment types.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Entra conditional-access compatibility, verified domain capture and tariff-specific SSO/MFA entitlements were not tested/documented.

- sso_protocols — Which SSO protocols and identity providers work? [supported]: Setup guides explicitly cover Entra ID OIDC, generic OIDC and SAML, including IdP metadata for closed networks. Sources: unique-ai:unique-ai:sso.
- sso_plan — Which plan includes SSO? [partial]: Compliance matrix lists SSO for multi-tenant, single-tenant, client-hosted and on-premise modes. Numeric tariff prerequisites are not public. Sources: unique-ai:unique-ai:sso, unique-ai:unique-ai:compliance.
- mfa — Can MFA be enforced? [partial]: Hosted compliance matrix lists enforced 2FA; SSO setup delegates authentication to the external IdP. Exact customer MFA policy controls need verification. Sources: unique-ai:unique-ai:sso, unique-ai:unique-ai:compliance.
- conditional_access — Do Entra conditional-access policies apply? [unknown]: Do Entra conditional-access policies apply? Unknown. Entra conditional-access compatibility, verified domain capture and tariff-specific SSO/MFA entitlements were not tested/documented.
- domain_capture — Can the company claim its email domain? [unknown]: Can the company claim its email domain? Unknown. Entra conditional-access compatibility, verified domain capture and tariff-specific SSO/MFA entitlements were not tested/documented.

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

Sources: unique-ai:unique-ai:sso, unique-ai:unique-ai:compliance

### 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

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

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

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:
- 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

#### Unique AI

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

SCIM, group sync and SAML automatic user creation are documented.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Leaver-content ownership transfer, deletion effects and licence assignment/reclamation are not specified; no deprovisioning fixture was run.

- scim — Is SCIM provisioning supported? [supported]: Unique supplies SCIM URL/key for IdP synchronisation, with an Entra guide. Sources: unique-ai:unique-ai:scim.
- group_sync — Are identity-provider groups synced? [supported]: SCIM syncs users/groups; SSO group claims can also sync on login, requiring optional Graph group permission/admin consent. Sources: unique-ai:unique-ai:scim, unique-ai:unique-ai:sso.
- jit_provisioning — Are users created at first login? [supported]: SAML setup explicitly enables automatic creation/update and account creation. Sources: unique-ai:unique-ai:sso.
- deprovisioning — What happens to a removed user's data and shared assets? [unknown]: What happens to a removed user's data and shared assets? Unknown. Leaver-content ownership transfer, deletion effects and licence assignment/reclamation are not specified; no deprovisioning fixture was run.
- seat_assignment — Can admins assign and reclaim seats? [unknown]: Can admins assign and reclaim seats? Unknown. Leaver-content ownership transfer, deletion effects and licence assignment/reclamation are not specified; no deprovisioning fixture was run.

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

Sources: unique-ai:unique-ai:scim, unique-ai:unique-ai:sso

### 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

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

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

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:
- 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

#### Unique AI

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

Four role/access layers separate identity, feature, Space and knowledge controls.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No two-user disabled-feature test was run. Full cross-Space per-group controls and legal-entity separation require contracted setup.

- admin_roles — Which admin roles exist, and can admin rights be delegated? [supported]: IAM owner/viewer/org-manager plus Unique application roles delegate administration; Space Can manage grants local configuration. Sources: unique-ai:unique-ai:roles, unique-ai:unique-ai:agent.
- groups — Can permissions be set per group? [supported]: Users/groups receive Space and ScopeAccess permissions. Sources: unique-ai:unique-ai:roles.
- feature_toggles — Which features can be switched on or off per group? [partial]: Tools and upload settings are configured per Space, then Spaces shared to groups. A global group-feature matrix is not established. Sources: unique-ai:unique-ai:agent.
- multi_entity — Can subsidiaries or departments be separated within one contract? [partial]: Compliance docs describe workspace isolation for departments/client engagements. Multi-subsidiary contractual/billing boundaries are not specified. Sources: unique-ai:unique-ai:compliance.

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

Sources: unique-ai:unique-ai:roles, unique-ai:unique-ai:agent, unique-ai:unique-ai:compliance

### 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

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

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

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:
- 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

#### Unique AI

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

Analytics exports cover adoption, assistants, models and tools with privacy controls.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Exact group breakdowns, every dashboard entitlement and suppression beyond exported identifiers need verification.

- adoption_dashboard — Is there an adoption dashboard? [supported]: Reports cover daily/weekly/monthly active users, assistant interactions and document reference statistics. Sources: unique-ai:unique-ai:analytics.
- breakdowns — Can usage be broken down by group, model, feature and assistant? [partial]: Detailed exports include assistant/model, tool calls, skills, cost and tokens. Group and cost-centre breakdowns were not established. Sources: unique-ai:unique-ai:analytics.
- export — Can usage data be exported? [supported]: Admins request and download reports with date/assistant filtering; model usage supports CSV. Sources: unique-ai:unique-ai:analytics, unique-ai:unique-ai:cost.
- privacy_modes — Can per-person reporting be limited or pseudonymised? [supported]: Environment flags anonymise export emails, optionally with stable pseudonyms; detailed exports respect organisation settings. Sources: unique-ai:unique-ai:analytics.

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

Sources: unique-ai:unique-ai:analytics, unique-ai:unique-ai:cost

### 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

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

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

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:
- 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

#### Unique AI

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

Off-by-default beta cost management offers estimated spend and enforced daily caps.

Availability: beta
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No small-budget fixture was run. Estimates are configurable cost-sheet values, not a public billing tariff; cost-centre and full invoice reconciliation remain gaps.

- cost_visibility — Can admins see cost or consumption per user and group? [partial]: Tracks estimated USD/input/output tokens by user, model, assistant/app; a billed invoice reconciliation or group cost view is not established. Sources: unique-ai:unique-ai:cost.
- budgets — Can budgets be set per user or group? [supported]: Company fallback, group and user daily USD caps; user override first, highest applicable group limit next. Sources: unique-ai:unique-ai:cost.
- budget_enforcement — Does reaching a budget alert, block or downgrade? [supported]: Before the next call, accumulated daily spend at cap blocks the model call; resets at local midnight. Docs warn caps may break background-job SLAs. Sources: unique-ai:unique-ai:cost.
- chargeback — Can costs be exported per cost centre? [partial]: CSV exports contain user/app/assistant/model/token/cost metadata, with privacy controls. Cost-centre attribution is not documented. Sources: unique-ai:unique-ai:cost.

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

Sources: unique-ai:unique-ai:cost

### 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

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

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

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:
- 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

#### Unique AI

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

API audit events, detailed interaction exports and Single-Tenant security-event streaming are documented. A single authoritative retention period for the customer's audit records is not established.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; Audit Logs, Analytics and Single-Tenant Security Events Export availability and deployment/provider configuration depend on the customer agreement; add_ons=SEE for the contracted Single-Tenant deployment; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- API security-event records, detailed prompt/answer interaction exports, SEE replay and generic operational logging are separate sources/data flows. Their public retention figures are not substituted for each other.
- No executed customer retention override or legal-hold/eDiscovery fixture was inspected.

- admin_events — Are admin and security events logged? [supported]: Event logging covers privileged public/internal API interactions; many self-identity/chat operations are excluded. Basic mode is default; verbose content mode is opt-in. Sources: unique-ai:unique-ai:audit.
- content_logging — Can prompts and answers be retained for compliance, and is it configurable? [supported]: Detailed chat interaction exports contain prompts/answers for authorised admins and respect configured privacy. Verbose event logging can include CID but is discouraged. Sources: unique-ai:unique-ai:analytics, unique-ai:unique-ai:audit.
- siem_export — Can logs stream to a SIEM or be exported? [supported]: SEE offers Single-Tenant Azure Defender and Activity events via Event Hub to Sentinel/Splunk, seven-day replay. It excludes tenant-level Entra events and is not a prompt-content audit stream. Sources: unique-ai:unique-ai:security-export.
- ediscovery — Are eDiscovery and legal hold supported? [unknown]: No public legal-hold/eDiscovery workflow or complete event-log immutability design was established.
- log_retention — How long are logs kept? [unknown]: Different sources describe different record scopes. The API event guide gives basic-mode MT events 90 days and ST events five years, including post-termination ST retention. DPA 3.15 says audit logs ten years without mapping its audit-log category to those API events. The generic hosted policy says logging up to one year after termination or longer if legally required. SEE has a separate seven-day Event Hub replay window, not the lifetime of all audit records. No customer agreement or authoritative record-class/precedence mapping was retrieved; the applicable audit retention period is unknown.

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

Sources: unique-ai:unique-ai:review2-audit, unique-ai:unique-ai:analytics, unique-ai:unique-ai:security-export, unique-ai:unique-ai:review2-dpa, unique-ai:unique-ai:review2-retention

### 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

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

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

#### Unique AI

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

DLP is primarily customer infrastructure and integration; it is not a verified default native redaction feature.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Default prompt/file PII detection, specific redaction/block behaviour, custom patterns, supported Purview/Netskope policies and native AHV/IBAN handling were not established or tested. Data redaction docs concern retention, not PII masking.

- pii_detection — Is personal data detected in prompts and files? [unknown]: Is personal data detected in prompts and files? Unknown. Default prompt/file PII detection, specific redaction/block behaviour, custom patterns, supported Purview/Netskope policies and native AHV/IBAN handling were not established or tested. Data redaction docs concern retention, not PII masking.
- pii_action — Is it redacted, masked, blocked or only warned? [unknown]: Is it redacted, masked, blocked or only warned? Unknown. Default prompt/file PII detection, specific redaction/block behaviour, custom patterns, supported Purview/Netskope policies and native AHV/IBAN handling were not established or tested. Data redaction docs concern retention, not PII masking.
- custom_patterns — Can admins add custom patterns or terms? [unknown]: Can admins add custom patterns or terms? Unknown. Default prompt/file PII detection, specific redaction/block behaviour, custom patterns, supported Purview/Netskope policies and native AHV/IBAN handling were not established or tested. Data redaction docs concern retention, not PII masking.
- dlp_integration — Does it integrate with an existing DLP product? [partial]: Documents customer HTTPS proxy/interceptor DLP and post-chat Analytics API scanning; Compliance Layer says pre-LLM calls can be implemented. Multi-Tenant matrix explicitly excludes DLP integration. Sources: unique-ai:unique-ai:dlp, unique-ai:unique-ai:compliance.
- filter_location — Where does filtering run? [partial]: Proxy inspection runs in customer egress infrastructure; Analytics API supports customer post-chat inspection. A deployment-specific pre-LLM service may be implemented. Sources: unique-ai:unique-ai:dlp, unique-ai:unique-ai:compliance.

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

Sources: unique-ai:unique-ai:dlp, unique-ai:unique-ai:compliance

### 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

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

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

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:
- 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

#### Unique AI

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

Space instructions/banners and customer-specific login terms are documented.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Org-wide instruction enforcement, customer content-filter policy controls and administrator violation reports are not established. Prompt guidance is not guaranteed enforcement.

- org_instructions — Can admins set organisation-wide instructions? [partial]: Admins set Space-level system instructions and persistent banners. A mandatory organisation-wide instruction hierarchy is not specified. Sources: unique-ai:unique-ai:agent.
- usage_notice — Can users be required to accept a usage policy? [supported]: First login requires terms acceptance; custom terms/editing/deactivation depend on MSA eligibility and admin GraphQL role. Acceptance/version data can be exported. Sources: unique-ai:unique-ai:policy.
- content_filters — Are content filters configurable? [partial]: Single-tenant Azure prompts pass through Azure content filters; Compliance matrix marks hosted modes with content filtering. Customer filter configuration and scope remain unspecified. Sources: unique-ai:unique-ai:single, unique-ai:unique-ai:compliance.
- violation_reporting — Are policy hits visible to admins? [unknown]: Are policy hits visible to admins? Unknown. Org-wide instruction enforcement, customer content-filter policy controls and administrator violation reports are not established. Prompt guidance is not guaranteed enforcement.

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

Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:policy, unique-ai:unique-ai:single, unique-ai:unique-ai:compliance

## 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Documentation offers CH North multitenant hosting and selectable single/customer-hosted regions, with model processing configured separately. The customer's binding residency schedule and full backup/log/support map remain unknown.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; hosted or customer-hosted platform; separately selected model/tool routes availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=Documented options: CH North hosted MT; selected ST/customer region; provider/SKU/tool inference region separately configured; actual contracted boundaries unverified; os=not specified.

Limitations:
- Available architecture/region options are not a signed residency schedule. Storage, model inference, backups/logs, support access and external tools must be scoped separately.
- DPA CH-storage and chosen-location statements are not reconciled by silently treating one as the current customer contract.

- storage_region — Where are chats, files and indexes stored? [partial]: The deployment matrix documents Azure Switzerland North for hosted multitenant and chosen supported regions for Single Tenant. Tenant storage includes PostgreSQL, documents and vector data. These are configuration options; no customer-specific storage schedule was inspected. Sources: unique-ai:unique-ai:review2-compliance, unique-ai:unique-ai:review2-keys.
- inference_region — Where do model calls run, per provider? [partial]: The model catalogue separates Azure regional/Data Zone/Global SKUs and external provider routes, with some Swiss deployments and some global-only services. Actual selected provider/SKU/tool routing must be configured for the contracted deployment. CH storage is not a verified CH inference guarantee. Sources: unique-ai:unique-ai:review2-models, unique-ai:unique-ai:deepresearch.
- backups_logs_region — Where are backups, logs and telemetry? [partial]: Single-tenant backup resources follow the configured landing-zone design and SEE sends events to a separately selected consumer region. An exhaustive physical replica/backup/log/telemetry country matrix was not retrieved. Sources: unique-ai:unique-ai:review2-single, unique-ai:unique-ai:security-export.
- support_access_region — From where can vendor staff access data? [unknown]: The public DPA gives need-to-know access controls and customer-controlled on-premises support, but not an exhaustive physical country list for vendor/subprocessor support access. Office addresses are not used as support-access locations.
- swiss_hosting — Is Swiss hosting available? [partial]: CH North is a documented hosted-MT option, and selected-region ST can be Swiss. This records available deployment options, not the customer's end-to-end storage/inference/support contract. Sources: unique-ai:unique-ai:review2-compliance, unique-ai:unique-ai:review2-models.
- residency_plan — Which plan or option provides residency? [unknown]: DPA 6.1 says storage stays in Switzerland, while its Appendix A allows a client-chosen Microsoft location and current platform docs offer selected jurisdictions. No current customer MSA, precedence clause or deployment schedule was inspected to resolve the binding scope. A contractual CH-wide residency commitment is not asserted.

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

Sources: unique-ai:unique-ai:review2-compliance, unique-ai:unique-ai:review2-models, unique-ai:unique-ai:review2-keys, unique-ai:unique-ai:review2-single, unique-ai:unique-ai:review2-dpa, unique-ai:unique-ai:security-export, unique-ai:unique-ai:deepresearch

### 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

Verification status: Agent cross-checked (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.

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

Sources: anythingllm:anythingllm:cloud-overview, anythingllm:anythingllm:cloud, anythingllm:anythingllm:docker, anythingllm:anythingllm:localdocker, anythingllm:anythingllm:license, anythingllm:anythingllm:models, anythingllm:anythingllm:built-in, anythingllm:anythingllm:local-embed, anythingllm:anythingllm:pro-key, anythingllm:anythingllm:desktop, anythingllm:anythingllm:cloud-limits, anythingllm:anythingllm:job, anythingllm:anythingllm:outlook

#### Unique AI

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

Current docs offer shared SaaS, dedicated instances, customer cloud and customer-operated on-premise/air-gapped modes.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No deployed tenant was inspected. Seat/contract thresholds and an exhaustive offline feature-parity matrix remain unknown; docs establish an option, not universal entitlement.

- multi_tenant_saas — Is a shared SaaS offered? [supported]: Installation overview lists Multi Tenant on Unique cloud. Sources: unique-ai:unique-ai:install.
- dedicated_instance — Is a dedicated single-tenant instance offered, from what size? [partial]: Unique-managed Single Tenant has its own Azure landing zone separated from other customers. Minimum seats/contract value are unpublished. Sources: unique-ai:unique-ai:single.
- customer_cloud — Can it run in the customer's own cloud account, from what size? [partial]: Operator guide documents deployment in customer cloud account with Unique software/support; cloud-specific rollout is contracted. Sources: unique-ai:unique-ai:operators.
- on_premise — Can the whole platform run on customer infrastructure, from what size? [partial]: Customer provisions/manages infrastructure on own premises, may run own models and can exclude Unique access. Minimum commitment not published. Sources: unique-ai:unique-ai:onpremsecurity.
- air_gapped — Can it run without internet access? [partial]: IT-operator overview explicitly offers a full air-gapped on-premise deployment. Compatibility and feature limitations depend on customer setup. Sources: unique-ai:unique-ai:operators, unique-ai:unique-ai:onpremsecurity.
- mode_feature_gaps — Which features are missing outside SaaS? [partial]: Compliance matrix separates SSO/content filter/DLP/PAM/key capabilities by mode. Azure Chat Code Execution/voice and external web/providers require those services and cannot be assumed in an isolated environment. Sources: unique-ai:unique-ai:compliance, unique-ai:unique-ai:code, unique-ai:unique-ai:voice.

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

Sources: unique-ai:unique-ai:install, unique-ai:unique-ai:single, unique-ai:unique-ai:operators, unique-ai:unique-ai:onpremsecurity, unique-ai:unique-ai:compliance, unique-ai:unique-ai:code, unique-ai:unique-ai:voice

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Hosted Azure documentation says no model training and disabled Microsoft prompt storage/human review; other provider routes require separate terms.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No signed Azure amendment was inspected. Retention and review conditions for Anthropic, Gemini, Together, xAI and direct OpenAI research remain unverified; do not generalise the Azure-only policy.

- vendor_training — Does the vendor train on customer content? [supported]: Hosted retention policy says no customer data is used for AI/neural-network training. Public terms allow service development and anonymised metadata use; that is not a blanket prohibition of all secondary processing. Sources: unique-ai:unique-ai:retention, unique-ai:unique-ai:terms.
- provider_training — Do model providers train on it under this product's contracts? [partial]: Hosted Azure deployment is separate from public OpenAI and training is excluded. Other catalogue providers/direct OpenAI research need their applicable customer terms. Sources: unique-ai:unique-ai:retention, unique-ai:unique-ai:models, unique-ai:unique-ai:deepresearch.
- provider_retention — How long do model providers keep prompts, including for abuse monitoring? [supported]: For hosted Azure OpenAI, documents/prompts/answers process in memory only, with logging/human-review opt-out. Ordinary application chats persist in Unique databases. Sources: unique-ai:unique-ai:retention.
- zero_retention — Is zero data retention available, and on which plan? [partial]: Hosted Azure model calls use no provider content storage per opt-out; this is not zero retention of Unique application history, logs or other provider routes. Sources: unique-ai:unique-ai:retention.
- human_review — Can provider staff review content? [partial]: Hosted Azure guide says Microsoft prompt/response human review is disabled. Vendor staff need-to-know access and alternate model-provider review conditions are separate. Sources: unique-ai:unique-ai:retention, unique-ai:unique-ai:dpa.

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

Sources: unique-ai:unique-ai:retention, unique-ai:unique-ai:terms, unique-ai:unique-ai:models, unique-ai:unique-ai:deepresearch, unique-ai:unique-ai:dpa

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Chat content clearing, chat uploads, KB documents, contract-end content deletion, recoverable files, backups and audit records have separate policies. No common purge deadline is established for all copies.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; Chat, Knowledge Base and hosted retention configuration; customer-hosted policy separately controlled availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=Contracted storage/provider region; hosted-policy timings not extended to every customer-hosted system; os=not specified.

Limitations:
- Hosted content policy expressly permits contract-specific variation. Its timings do not define API/DPA audit-record retention.
- No tenant configuration, customer MSA, final backup purge or external-provider deletion fixture was inspected.

- default_retention — What is retained and for how long by default? [partial]: The chat-upload guide describes an admin-configured expiry, typically two weeks, for chat uploads. Hosted policy lists no minimum for KB/blob/vector/database content. Neither figure defines audit-event retention or proves a tenant's configured default. Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:review2-retention.
- admin_retention — Can admins set retention periods? [supported]: DATA_RETENTION_IN_DAYS drives the daily midnight chat-content clearing job; unset/zero disables it. This clears the content categories named by the redaction guide, not all uploads, KB, external tool records or audit events. Sources: unique-ai:unique-ai:redaction.
- user_deletion — Can users delete their chats and files permanently? [partial]: The redaction guide says deleting a chat removes its Unique chat-content copy and marks the chat record deleted. Separate upload, KB, external-tool, soft-delete, backup and audit policies are not collapsed into that action. Sources: unique-ai:unique-ai:redaction.
- contract_end_deletion — What is deleted at contract end, and when? [partial]: For Unique-hosted ordinary content, the published policy states a standard 30-day post-termination period unless the customer contract differs. It separately describes recoverable files for 30 days after deletion and database backups for two further weeks. DPA 6.1 requires return/deletion subject to legal record-keeping. Audit-log classes and their contractual lifetime remain unknown under ADM-06; this is not a deadline for deletion of every copy. Sources: unique-ai:unique-ai:review2-retention, unique-ai:unique-ai:review2-dpa.

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

Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:redaction, unique-ai:unique-ai:review2-retention, unique-ai:unique-ai:review2-dpa

### 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

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

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

#### Unique AI

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

The dated public DPA lists Microsoft, but a complete applicable current subprocessor/country schedule for all contracted model/tool routes was not retrieved. A technical provider catalogue is not substituted for that legal schedule.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; current platform infrastructure and enabled model/tool integrations availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=Actual customer provider/country/transfer schedule unverified; os=not specified.

Limitations:
- The provider catalogue establishes technical choices, not each party's processor role or the legal schedule for a customer contract.
- No sales contact, executed current MSA or nonpublic schedule was obtained.

- subprocessor_list — Is a dated sub-processor list published? [unknown]: The July 2025 public DPA Appendix A lists Microsoft for infrastructure, Cognitive/Azure OpenAI and email. The current technical catalogue offers other provider/tool routes, which may have different contractual roles. No applicable complete current legal schedule or executed customer supplement was retrieved; the Microsoft-only list is not presented as complete.
- subprocessor_countries — Which countries do sub-processors operate in? [unknown]: DPA Appendix A names CH or a client-chosen Microsoft location; technical model routes separately include regional and global processing. A complete current legal provider/country and support-access schedule for the chosen deployment was not retrieved.
- change_notification — Are customers notified of sub-processor changes? [unknown]: No applicable current processor-change notification/objection clause for the customer's full provider schedule was retrieved from the DPA or current contract-access documentation.
- parent_jurisdiction — Which jurisdiction governs the vendor and its parent? [partial]: The current contact page identifies Unique AI AG in Switzerland and regional entities. The public DPA uses Unique AG. Ultimate parent/beneficial-owner jurisdiction and a customer-specific contracting entity were not independently established. Sources: unique-ai:unique-ai:contact, unique-ai:unique-ai:review2-dpa.
- transfer_mechanism — Which transfer mechanism applies to non-EU/CH processing? [unknown]: No complete customer-content transfer-instrument mapping per non-CH/EU provider was retrieved. The website visitor privacy policy is not substituted for customer-content terms.
- government_access_policy — Is there a published government-access or transparency policy? [unknown]: No current customer-content government-request/transparency policy was retrieved for the complete contracted provider chain. General banking/DPA assurances do not establish such a policy.

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

Sources: unique-ai:unique-ai:review2-dpa, unique-ai:unique-ai:review2-models, unique-ai:unique-ai:review2-governance, unique-ai:unique-ai:contact

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

A public DPA and finance-specific compliance material are available; actual contractual amendments were not inspected.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- DPA negotiability and signed sector amendments, product-specific EU AI Act roles and exact sector assurance scope remain unverified. This records materials, not a compliance verdict.

- dpa — Is a DPA available, and is it negotiable? [partial]: DPA accepts click-through/use or signature and defines Unique as processor for hosted MT/ST. Negotiability is not specified. Sources: unique-ai:unique-ai:dpa.
- revdsg_gdpr — Does the DPA cover revDSG and GDPR? [partial]: DPA addresses GDPR, Swiss FDPIC oversight and MSA-defined laws; Compliance Layer identifies nFDAP/Swiss M329 amendment. Exact signed revDSG/GDPR scope requires MSA. Sources: unique-ai:unique-ai:dpa, unique-ai:unique-ai:compliance.
- governing_law — Which law and court govern the contract? [supported]: DPA 7 specifies Swiss substantive law and Zürich 1 courts unless mandatory GDPR/MSA otherwise. Public ToS similarly names Swiss law. Sources: unique-ai:unique-ai:dpa, unique-ai:unique-ai:terms.
- ai_act_materials — Is EU AI Act documentation provided? [partial]: Trust centre describes per-use-case conformity assessments; ISO42001 and AI governance material are public. A complete provider/deployer AI Act technical file is not established. Sources: unique-ai:unique-ai:trust, unique-ai:unique-ai:compliance.
- sector_materials — Are FINMA or other sector materials provided? [partial]: Compliance Layer names Microsoft M453 FINMA audit-rights amendment, M744 professional/banking secrecy and M329 CH-DPA for Unique-hosted deployments. Actual annexes and current signed scope are not public. Sources: unique-ai:unique-ai:compliance.

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

Sources: unique-ai:unique-ai:dpa, unique-ai:unique-ai:compliance, unique-ai:unique-ai:terms, unique-ai:unique-ai:trust

### 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

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

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

#### Unique AI

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

New public 2026 ATTESTA renewals establish ISO27001 and ISO9001 validity to 31 May 2029; the public TÜV SÜD ISO42001 certificate runs to 6 March 2028. SOC2 Type2 is vendor-documented, with full report evidence NDA-gated.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=ATTESTA 10 June 2026 renewals; TÜV SÜD 7 March 2025 certificate; plan=Contracted Unique AI platform; platform assurance; certificates cover the named legal entity and stated scopes, not every module/provider availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=Certificates name Unique AG, Zurich, Switzerland; module/provider coverage depends on the stated audit scope; os=not specified.

Limitations:
- Current ISO27001/9001 evidence is the 2026 renewal plus matching register entries; the stale website-linked PDF is not used to deny current certification.
- SOC chronology and access process are vendor-documented, not a reviewed independent SOC report. Certificate scopes are entity-specific and not a universal module/provider assurance.

- iso_27001 — ISO 27001 with scope and validity? [supported]: Inspected the 2026 ATTESTA Schweizer Zertifizierungsgesellschaft AG ISO27001:2022 certificate for Unique AG, registration 223-06-018.I. It covers software development/operation/trading/distribution and IT services, is issued 10 June 2026 after 4 June surveillance and expires 31 May 2029. The certificate-linked public register matches the number and expiry. The marketing-linked 2025 PDF is an older artifact, not the current renewal. Sources: unique-ai:unique-ai:review2-iso27001, unique-ai:unique-ai:review2-iso-register, unique-ai:unique-ai:review2-iso-docs.
- soc2 — SOC 2 type, period and covered service? [partial]: The dedicated SOC page documents Type1 in December 2023 followed by Type2 in January 2025. This explains the historical Type1 references rather than proving an ongoing Type1-only state. Current Type2 status is a vendor claim; the auditor, actual report period and service/control scope were not inspected because the full report is NDA-gated. Sources: unique-ai:unique-ai:review2-soc.
- c5 — BSI C5 attestation? [unknown]: No public BSI C5 attestation was retrieved from the certification pages/trust centre or targeted first-party search.
- other_certifications — Which other certificates (27701, 42001, TISAX)? [partial]: Inspected ATTESTA ISO9001:2015 renewal 223-06-017.Q for the same Unique AG software/IT scope, expiring 31 May 2029, matched in the public register. Separately inspected TÜV SÜD South Asia ISO42001:2023 certificate 99 420 00001, valid 7 March 2025 to 6 March 2028, for development/deployment of financial-services SaaS using foundation or client models. Current full ISAE/FINMA report scope was not inspected. Sources: unique-ai:unique-ai:review2-iso9001, unique-ai:unique-ai:review2-iso-register, unique-ai:unique-ai:iso42001.
- report_access — How can customers obtain reports? [supported]: The ISO documentation provides public certificate downloads. It says the ISO27001 Statement of Applicability requires a valid NDA. The dedicated SOC page likewise makes the audit report/certificate available on request after NDA. No NDA or sales request was made. Sources: unique-ai:unique-ai:review2-iso-docs, unique-ai:unique-ai:review2-soc.
- pentest — Are independent penetration test summaries available? [partial]: The public DPA describes internal/external security testing and the trust page describes tests/bug bounty. An independent penetration-test report, current scope or summary was not inspected. Sources: unique-ai:unique-ai:review2-dpa, unique-ai:unique-ai:trust.

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

Sources: unique-ai:unique-ai:review2-iso27001, unique-ai:unique-ai:review2-iso9001, unique-ai:unique-ai:review2-iso-register, unique-ai:unique-ai:review2-iso-docs, unique-ai:unique-ai:iso42001, unique-ai:unique-ai:review2-soc, unique-ai:unique-ai:review2-dpa, unique-ai:unique-ai:trust

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Deployment guides document encryption, isolated Single Tenant resources and optional IP filtering. Exact current MT PMK/CMK/HSM configuration and key sizes are not established across the conflicting pages.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; hosted MT/ST encryption and optional customer-controlled self-hosting availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=Contracted Azure tenant/storage/backup region; actual key-vault/HSM location unverified; os=not specified.

Limitations:
- No exact RSA/HSM key size or actual MT PMK/CMK design is asserted. A customer-specific deployment/key diagram and key-vault region were not inspected.
- Customer-generated imported keys held by Unique do not establish customer-exclusive key custody; full control is a separate self-hosting option.

- encryption_at_rest — Is data encrypted at rest? [partial]: The compliance matrix documents encryption at rest and in transit across deployment options, with AES256/TLS1.2+ in its controls text. No exact current RSA key size is asserted: the ST architecture says 2048-bit RSA-HSM while the hosted retention page says 4096-bit. An implementation-specific key design was not retrieved. Sources: unique-ai:unique-ai:review2-compliance, unique-ai:unique-ai:review2-single, unique-ai:unique-ai:review2-retention.
- customer_managed_keys — Can the customer manage or hold the keys? [partial]: The infrastructure key guide allows a customer-generated key to be imported for a Unique-hosted Single Tenant, with Unique holding/managing it. It directs clients needing exclusive control of all storage keys to customer self-hosting. This is not HYOK or exclusive customer custody in Unique hosting. Actual MT PMK/CMK/HSM configuration is unknown because the key guide and hosted retention matrix disagree. Sources: unique-ai:unique-ai:review2-keys, unique-ai:unique-ai:review2-retention.
- private_networking — Is private connectivity or IP restriction available? [partial]: The Single-Tenant WAF supports optional IP blocking. The separate SEE consumer endpoint is public TLS with optional allow-list and no standard private endpoint/peering. These are distinct scopes; other private-link options for the customer deployment were not verified. Sources: unique-ai:unique-ai:review2-single, unique-ai:unique-ai:security-export.
- tenant_isolation — How are customers separated in shared SaaS? [supported]: The Single-Tenant architecture describes a separate customer landing zone under Unique's subscription, isolating its storage/processing from other customers. This documents that ST architecture, not the isolation configuration of every hosted or customer-managed instance. Sources: unique-ai:unique-ai:review2-single.

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

Sources: unique-ai:unique-ai:review2-compliance, unique-ai:unique-ai:review2-single, unique-ai:unique-ai:review2-retention, unique-ai:unique-ai:review2-keys, unique-ai:unique-ai:security-export

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Unique documents general staff/external-party access controls and customer-controlled on-premises access. A professional-secrecy undertaking under § 203 StGB or Art. 321 StGB, its subprocessor flow-down and qualifying plan/add-on remain unverified. Financial-sector banking-secrecy amendments are recorded separately under DATA-06.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI; profession-specific eligibility and fees unpublished; add_ons=none stated; deployment_mode=not specified; region=Contracted hosting jurisdiction; customer-controlled on-premises access described separately from Unique-hosted access; os=not specified.

Limitations:
- No executed professional-secrecy undertaking or § 203 / Art. 321 contract was inspected. General DPA confidentiality is not treated as such an undertaking.
- The M744 professional-secrecy wording appears in a banking-secrecy/financial-services framework; no inference is made to lawyers, doctors, auditors or tax advisers.
- Customer-controlled on-premises access does not establish the same access conditions for Unique-hosted deployments or all model-provider routes. Full plaintext-access mapping remains unknown.

- secrecy_undertaking — Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: No public Unique AI-specific § 203 StGB or Art. 321 StGB secrecy undertaking covering staff was located in the DPA, compliance documentation or targeted first-party search on 21 October 2026. The DPA confidentiality commitment alone does not establish a professional-secrecy undertaking. No executed or negotiated customer agreement was inspected.
- subprocessor_coverage — Does the undertaking extend to its sub-processors, and is that documented? [unknown]: The DPA says employees, contractual subprocessors and other service providers are bound to confidentiality of sensitive information. A professional-secrecy-specific obligation extending through the subprocessor/model-provider chain was not verified. The Microsoft M744 banking-secrecy amendment mentioned in the financial-services framework is not counted as evidence of § 203 / Art. 321 coverage for professional secrecy holders.
- secrecy_offering — Is it a dedicated offering or add-on, and on which plan? [unknown]: No qualifying professional-secrecy plan, dedicated offering, add-on tariff or named eligibility rule was located. The documented financial-services amendments and general deployment choices do not establish a separate § 203 / Art. 321 offering. Contract-specific terms and fees remain unknown.
- content_access — Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: DPA Appendix B permits employees or external parties access to personal/confidential information on a need-to-know basis. For on-premises support, customers control remote connections and Unique staff cannot access a customer system without customer knowledge or full active participation. The on-premises architecture also allows operation without any Unique access under customer control. These sources do not exhaustively identify plaintext access at each hosted subprocessor/model provider or profession-specific access conditions. Sources: unique-ai:unique-ai:dpa, unique-ai:unique-ai:onpremsecurity.
- secrecy_documentation — Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: A public DPA and on-premises architecture describe confidentiality and access controls, but no profession-specific secrecy template or professional-body guidance was located. The compliance page describes Microsoft M453/M744/M329 in a financial-services context; those banking/FINMA disclosures belong to DATA-06 and do not establish the missing professional-secrecy contract.

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

Sources: unique-ai:unique-ai:dpa, unique-ai:unique-ai:onpremsecurity, unique-ai:unique-ai:compliance

## 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Applicable current platform pricing unit, list tariff, included usage and overages remain unknown. A separately documented Single-Tenant SEE consumption/engineering charge is retained; legacy sales-conversation terms are excluded.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; platform subscription and separately enabled Single-Tenant SEE availability and deployment/provider configuration depend on the customer agreement; add_ons=SEE scope only where contracted; deployment_mode=not specified; region=Vendor currency and applicable invoicing terms not established for the platform; SEE guide separately quotes indicative CHF consumption; os=not specified.

Limitations:
- The SEE cost finding is scoped only to that Single-Tenant integration. It does not price the platform subscription or all modules.
- The 2023 sales-conversation ToS is excluded as evidence of current Unique AI commercial terms; no sales quote or private contract was requested.

- pricing_unit — What is the pricing unit? [unknown]: No applicable current platform MSA/order form or tariff establishing seat, active-user, platform or usage pricing units was retrieved. The public 18 October 2023 ToS defines a sales-conversation intelligence service, so its subscription/Order Form clauses are not applied to current Unique AI.
- list_prices — What are list prices per plan, with date and currency? [unknown]: No applicable current platform list tariff, tier names or primary invoicing currency was retrieved from platform/contract documentation or targeted first-party search.
- included_usage — What usage is included? [unknown]: No applicable current platform agreement specifying included model tokens, storage or module allowances was publicly retrieved.
- add_ons — Which features cost extra? [partial]: Single-Tenant SEE passes through Azure consumption without markup; guide observes CHF20-50/month/environment, not a fixed quote, with initial engineering at agreed rates. Other module charges are unpublished. Sources: unique-ai:unique-ai:security-export.
- overage — What do usage beyond limits and premium models cost? [unknown]: No applicable current platform overage or premium-model sales tariff was retrieved. Cost-management model estimates are not substituted for a customer sales tariff.

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

Sources: unique-ai:unique-ai:security-export, unique-ai:unique-ai:review2-governance, unique-ai:unique-ai:review2-terms-admin

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

ALM-14 shared cost assumptions v1.4, 2026-10-21. Public enterprise pricing is insufficient for the required 200/1,000/5,000-user annual totals.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

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

- cost_200 — Year-one cost at 200 users? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.
- cost_1000 — Year-one cost at 1,000 users? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.
- cost_5000 — Year-one cost at 5,000 users? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.
- variable_share — Which part depends on usage? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.
- unknown_parts — Which costs could not be priced? [supported]: Subscription/order pricing, usage billing, provider contracts, deployment operation, connectors, execution, training and support charges are not publicly priced. SEE consumption example alone cannot price the platform. Sources: unique-ai:unique-ai:terms, unique-ai:unique-ai:platform, unique-ai:unique-ai:security-export.

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

Sources: unique-ai:unique-ai:terms, unique-ai:unique-ai:platform, unique-ai:unique-ai:security-export, unique-ai:unique-ai:ecb-fx

### VEN-03: Evaluation access

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

#### AnythingLLM

Verification status: Agent cross-checked (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

#### Unique AI

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

The public route is demo/evaluation by arrangement; self-service trial conditions were not established.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- No permanent business free tier or self-serve trial with duration/card/seat/SSO/connector/admin entitlements was located. No sales contact, login or fixture account was used.

- free_tier — Is there a free tier for business use? [unknown]: Is there a free tier for business use? Unknown. No permanent business free tier or self-serve trial with duration/card/seat/SSO/connector/admin entitlements was located. No sales contact, login or fixture account was used.
- self_serve_trial — Is a self-serve business trial available? [unknown]: Is a self-serve business trial available? Unknown. No permanent business free tier or self-serve trial with duration/card/seat/SSO/connector/admin entitlements was located. No sales contact, login or fixture account was used.
- trial_scope — Do trials include SSO, connectors and admin features? [unknown]: Do trials include SSO, connectors and admin features? Unknown. No permanent business free tier or self-serve trial with duration/card/seat/SSO/connector/admin entitlements was located. No sales contact, login or fixture account was used.
- sales_gate — Does meaningful evaluation require sales contact? [partial]: Current platform CTA requests a demo; public baseline ToS says Unique may offer evaluation at its discretion. This does not prove every meaningful evaluation is sales-gated. Sources: unique-ai:unique-ai:platform, unique-ai:unique-ai:terms.

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

Sources: unique-ai:unique-ai:platform, unique-ai:unique-ai:terms

### VEN-04: Contract terms and pricing transparency

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

#### AnythingLLM

Verification status: Agent cross-checked (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

#### Unique AI

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

Current platform minimums, term, cancellation and local invoicing remain unknown because the applicable agreement was not publicly retrieved. Current documentation makes legal contracts available on request; legacy sales-conversation renewal clauses are excluded.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; platform commercial agreement; actual agreement not inspected availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=CHF/EUR invoicing and legal entity for a specific platform contract unverified; os=not specified.

Limitations:
- No current customer agreement or sales quote was requested. Contract availability on request does not establish price, term or cancellation conditions.

- minimum_commitment — What seat or spend minimum applies? [unknown]: No current platform seat/spend minimum was established from the public contract-access and platform pages.
- contract_length — What contract lengths are offered? [unknown]: No applicable current Unique AI agreement establishing subscription duration, renewal term or notice period was retrieved. The 2023 sales-conversation service term is not applied.
- cancellation — How can the contract be cancelled or reduced? [unknown]: Current Unique AI cancellation, refund, seat-reduction and nonrenewal rules were not retrieved. The 30-day renewal notice and quantity restrictions from the sales-conversation ToS are excluded.
- local_invoicing — Can it be invoiced in CHF or EUR from a European entity? [unknown]: CHF/EUR invoice currency, billing entity and local invoicing eligibility for a current platform contract were not established.
- transparency_class — Is pricing transparent, partial, quote-only or unknown? [partial]: The current governance framework says legal contracts and end-user T&Cs are available on request. No applicable public platform list tariff or complete commercial agreement was retrieved. This records an access/transparency gap, not a price or a customer-specific commitment. Sources: unique-ai:unique-ai:review2-governance, unique-ai:unique-ai:review2-terms-admin.

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

Sources: unique-ai:unique-ai:review2-governance, unique-ai:unique-ai:review2-terms-admin

### 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

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

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

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:
- 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

#### Unique AI

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

The public reference repository uses restricted Unique License v1, while the Python SDK has an explicit MIT exception. Hosted platform component terms and enterprise-edition boundaries remain unverified.

Availability: source-only
Delivery: native
Scope: surfaces=Unique API and Python SDK, Unique AI Chat and administration; version=Unique-AG/ai commit afa596c9b4b0231895ff70f44029a9a525f746e9; plan=Public reference-code and Python SDK licences; current contracted Unique AI client/server/connector agreement remains unavailable; add_ons=none stated; deployment_mode=not specified; region=Public Unique License v1 specifies Swiss law and Zurich venue; this is not a hosted-service residency claim; os=not specified.

Limitations:
- The MIT exception applies to unique_sdk, not every directory or the hosted platform.
- Root reference-code terms are not substituted for customer platform branding, seat or enterprise-edition conditions.
- The 2023 sales-conversation service ToS remains excluded.

- licence_type — Which licence applies to each component? [partial]: The public Unique-AG/ai repository at afa596c9b4b0231895ff70f44029a9a525f746e9 defaults to Unique License v1, which restricts commercial use, distribution and modification without written approval. The unique_sdk directory is an explicit MIT exception, confirmed by LICENSE and package metadata. This is a component-level source-available/MIT distinction; current hosted client/server/connector customer terms and a full dependency inventory remain unknown. Sources: unique-ai:unique-ai:reference-licence-20261026, unique-ai:unique-ai:unique-licence-v1-20261026, unique-ai:unique-ai:sdk-licence-20261026, unique-ai:unique-ai:sdk-package-20261026.
- branding_restrictions — Do licence terms restrict branding or user counts? [partial]: Unique License v1 requires written approval to modify or redistribute covered reference code; the MIT SDK exception requires retention of copyright/licence notices. A current hosted-platform white-label/logo-removal obligation or a numerical user cap is not established by these public component licences. Sources: unique-ai:unique-ai:reference-licence-20261026, unique-ai:unique-ai:unique-licence-v1-20261026, unique-ai:unique-ai:sdk-licence-20261026.
- enterprise_features_closed — Are enterprise features in a separate closed edition? [unknown]: Current closed/open enterprise-edition boundaries were not established from an applicable component licence inventory. Public SDK/repository availability is not proof of the whole platform licence. Rechecked 2026-10-26 in Unique AI governance framework: contract access, Terms and Conditions Administration. No current customer MSA, quote, private schedule or gated contract was requested. The differently scoped 2023 sales-conversation ToS remains excluded.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25.

Sources: unique-ai:unique-ai:review2-governance, unique-ai:unique-ai:review2-terms-admin, unique-ai:unique-ai:reference-licence-20261026, unique-ai:unique-ai:unique-licence-v1-20261026, unique-ai:unique-ai:sdk-licence-20261026, unique-ai:unique-ai:sdk-package-20261026, unique-ai:unique-ai:review2-governance-20261026, unique-ai:unique-ai:review2-terms-admin-20261026

### 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

Verification status: Agent cross-checked (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

#### Unique AI

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

Authorised content/report export exists, but full assistant/knowledge portability is unverified.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Reusable assistant/prompt and full knowledge/source exports, complete machine-readable state and current AI termination window remain unverified. No admin export fixture was run.

- chat_export — Can admins export all chats? [partial]: Detailed interaction export includes user prompts/answers over a chosen period with privacy settings. Completeness across files, agent state and all historical chats was not tested. Sources: unique-ai:unique-ai:analytics.
- assistant_export — Can assistants and prompts be exported in a reusable format? [unknown]: Can assistants and prompts be exported in a reusable format? Unknown. Reusable assistant/prompt and full knowledge/source exports, complete machine-readable state and current AI termination window remain unverified. No admin export fixture was run.
- knowledge_export — Can knowledge bases and their sources be exported? [unknown]: Can knowledge bases and their sources be exported? Unknown. Reusable assistant/prompt and full knowledge/source exports, complete machine-readable state and current AI termination window remain unverified. No admin export fixture was run.
- export_format — Are formats documented and machine-readable? [partial]: Model usage CSV and detailed analytics exports are documented. DPA promises return in existing format, not a universal reusable assistant/knowledge format. Sources: unique-ai:unique-ai:cost, unique-ai:unique-ai:analytics, unique-ai:unique-ai:dpa.
- post_termination_window — How long can data be retrieved after termination? [partial]: Baseline ToS 11.4 offers recorded-call download/export on written request within 30 days; that does not establish a chat/assistant/KB exit window. DPA return is within reasonable time. Sources: unique-ai:unique-ai:terms, unique-ai:unique-ai:dpa.

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

Sources: unique-ai:unique-ai:analytics, unique-ai:unique-ai:cost, unique-ai:unique-ai:dpa, unique-ai:unique-ai:terms

### VEN-07: Support and service levels

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

#### AnythingLLM

Verification status: Agent cross-checked (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

#### Unique AI

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

Enterprise support and a public multitenant status page are available; response times are contracted.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Guaranteed DE/FR/IT support, numeric hours/response times, dedicated uptime/credits and complete incident-history export were not established.

- support_channels — Which support channels are available on each plan? [supported]: Enterprise email and three-layer dedicated support escalation through customer team, CS and engineering. Hours/responses depend on SLA; extended-hours contract is extra. Sources: unique-ai:unique-ai:support.
- support_languages — Is support available in German, French or Italian? [unknown]: Is support available in German, French or Italian? Unknown. Guaranteed DE/FR/IT support, numeric hours/response times, dedicated uptime/credits and complete incident-history export were not established.
- regional_presence — Is there a DACH or Swiss entity, team or partner? [supported]: Unique AI AG lists Zürich, Unique Germany GmbH Berlin, plus UK/US/Singapore entities. Sources: unique-ai:unique-ai:contact.
- uptime_sla — Is there an uptime SLA with credits? [partial]: Support docs defer hours and response times to SLA contract; no public uptime/credit schedule was obtained. Baseline terms only promise commercially reasonable availability efforts. Sources: unique-ai:unique-ai:support, unique-ai:unique-ai:terms.
- status_page — Is there a public status page with history? [supported]: status.prod.unique.app publicly shows component/uptime history. Support docs scope it to multitenant accounts, not every dedicated environment. Sources: unique-ai:unique-ai:support, unique-ai:unique-ai:status.

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

Sources: unique-ai:unique-ai:support, unique-ai:unique-ai:contact, unique-ai:unique-ai:terms, unique-ai:unique-ai:status

### 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

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

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

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:
- 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

#### Unique AI

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

The vendor markets forward-deployed delivery and structured training; inclusion and cost remain unpriced.

Availability: generally-available
Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations:
- Champion/adoption programme structure, training languages, included versus professional-service fees and onboarding hours are not published.

- onboarding_service — Is guided onboarding included? [partial]: Homepage markets embedded forward-deployed experts helping business/IT ship use cases; exact licence-included rollout scope is contracted. Sources: unique-ai:unique-ai:homepage.
- user_training — Is end-user training offered, in which languages? [partial]: Vendor homepage describes structured programmes teaching users to use/build/scale; current languages and course entitlement are not specified. Sources: unique-ai:unique-ai:homepage.
- use_case_library — Are role-based use cases and templates provided? [supported]: Public documentation has finance-role workflows, Chat/Conduct guidance, configurable Suggested Prompts and agent examples. Sources: unique-ai:unique-ai:platform, unique-ai:unique-ai:agent, unique-ai:unique-ai:conduct.
- adoption_programme — Is there a champion or adoption programme? [unknown]: Is there a champion or adoption programme? Unknown. Champion/adoption programme structure, training languages, included versus professional-service fees and onboarding hours are not published.
- service_cost — Which services cost extra? [unknown]: Which services cost extra? Unknown. Champion/adoption programme structure, training languages, included versus professional-service fees and onboarding hours are not published.

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

Sources: unique-ai:unique-ai:platform, unique-ai:unique-ai:homepage, unique-ai:unique-ai:agent, unique-ai:unique-ai:conduct

## Sources

### anythingllm:anythingllm:models

Language models. The product documents multiple cloud and local provider integrations, with selected models supplied by the connected account/server.

- URL: https://docs.anythingllm.com/features/language-models
- Locator: Supported local/cloud providers
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:llmconfig

LLM configuration. System defaults can be overridden per workspace and separately for agent use.

- URL: https://docs.anythingllm.com/setup/llm-configuration/overview
- Locator: System, Workspace and Agent LLMs
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:built-in

Built-in local model engine. 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.

- URL: https://docs.anythingllm.com/setup/llm-configuration/local/built-in
- Locator: Lemonade/llama.cpp; Desktop migration; Docker opt-in
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:router

Model Router. Self-hosted and Desktop installations can route messages by ordered calculated or model-classified rules, with a fallback provider/model.

- URL: https://docs.anythingllm.com/model-router/overview
- Locator: Availability; rule types; fallback
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:constants-pin

AnythingLLM file converter registration. The pinned collector registers PDF, DOCX, PPTX, XLSX, EPUB, text, image and audio converters; legacy DOC is commented out.

- URL: https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/collector/utils/constants.js
- Locator: collector/utils/constants.js, accepted MIME and converter maps
- Evidence kind: source-inspected
- Source date: Not stated
- Retrieved: 2026-10-21
- Commit: 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba
- Path: collector/utils/constants.js

### unique-ai:unique-ai:models

Unique LLM availability overview. Lists contract-dependent provider/model availability, region SKUs, dated additions and retirements; CH Phoeniqs remains QA-only.

- URL: https://docs.unique.ai/administrators/models-llm-management/how-we-evaluate-models/llm-availability-overview
- Locator: Per-client availability; Azure/LiteLLM/Phoeniqs matrices; Recent changes
- Evidence kind: documented
- Source date: 2026-10-12
- Retrieved: 2026-10-21

### unique-ai:unique-ai:agent

Unique AI space configuration. Documents admin instructions, configured model/tools, knowledge binding, prompts and people/group Can chat/Can manage access.

- URL: https://docs.unique.ai/administrators/space-management/create-spaces/unique-ai-space
- Locator: Models; sources/tools; sharing; publishing
- Evidence kind: documented
- Source date: 2026-06-18
- Retrieved: 2026-10-21

### unique-ai:unique-ai:conduct

Unique AI Conduct. Documents autonomous Python/Bash work, visible steps, approvals and stop, with per-chat files and restricted egress.

- URL: https://docs.unique.ai/users/spaces/unique-ai-conduct
- Locator: GA release 2026.40; execution UI; limitations
- Evidence kind: documented
- Source date: 2026-09-30
- Retrieved: 2026-10-21

### unique-ai:unique-ai:release42

Unique release 2026.42. Hosted release 14 October 2026 makes chat sharing and Context Memory GA, labels Scheduled Tasks experimental, changes protected-file ingestion and documents current model additions/migrations.

- URL: https://docs.unique.ai/it-operators/installing-and-upgrading-unique/release-notes-and-calendar/release-notes-2026/release-2026-42
- Locator: Release Overview; Chat Platform; RAG; Unique AI; Language Model
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### anythingllm:anythingllm:generic

Generic OpenAI configuration. Operators can configure an OpenAI-compatible provider, with endpoint-specific behavior and configuration caveats.

- URL: https://docs.anythingllm.com/setup/llm-configuration/cloud/openai-generic
- Locator: Compatible API route
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:changelog

Desktop v1.18.0 changelog. Desktop v1.18.0 changes the built-in engine from Ollama to Lemonade/llama.cpp and records format/sync fixes.

- URL: https://docs.anythingllm.com/changelog/v1.18.0
- Locator: Lemond/Lemonade migration; reasoning controls; fixes
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:releases

AnythingLLM v1.18.0 release. The latest retrieved stable GitHub release is v1.18.0, published 2026-10-13.

- URL: https://github.com/Mintplex-Labs/anything-llm/releases/tag/v1.18.0
- Locator: Release date and change list
- Evidence kind: documented
- Source date: 2026-10-13
- Retrieved: 2026-10-21

### anythingllm:anythingllm:azure

Azure OpenAI configuration. The Azure route uses the customer Azure subscription and its model access.

- URL: https://docs.anythingllm.com/setup/llm-configuration/cloud/azure-openai
- Locator: Customer Azure subscription
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:bedrock

AWS Bedrock configuration. Bedrock is a separately configured customer cloud-account route.

- URL: https://docs.anythingllm.com/setup/llm-configuration/cloud/aws-bedrock
- Locator: Credentials and provider settings
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:vertex

Google Vertex AI configuration. Vertex uses customer Google Cloud credentials and deployment configuration.

- URL: https://docs.anythingllm.com/setup/llm-configuration/cloud/google-vertex
- Locator: Service account, project and region
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:cloud

AnythingLLM Cloud pricing. Current public pricing lists private Cloud Basic at $50/month, Pro at $99/month and quote-only Enterprise with SSO/custom services.

- URL: https://anythingllm.com/cloud
- Locator: Basic, Pro and Enterprise offer table
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:cloud-limits

Cloud limitations. Managed Cloud explicitly excludes built-in inference, custom coded Agents and MCP; local/self-hosted capabilities cannot be assumed there.

- URL: https://docs.anythingllm.com/cloud/limitations
- Locator: No built-in LLM; no custom Agents; no MCP
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:license

AnythingLLM v1.18.0 licence. The pinned main repository is MIT licensed with copyright/permission notice preservation and an as-is disclaimer.

- URL: https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/LICENSE
- Locator: LICENSE, MIT grant and notice
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:customllm

Custom LXM connection. Documents operator-created external model endpoints, API/OAuth credentials and model groups.

- URL: https://docs.unique.ai/it-operators/custom-models-and-embeddings/connect-custom-lxm-llm-with-unique-ai
- Locator: Technical insight; Create and Connect; Security
- Evidence kind: documented
- Source date: 2026-05-07
- Retrieved: 2026-10-21

### unique-ai:unique-ai:code

Code Execution. Documents Azure Responses API Python execution, downloadable outputs, no outbound internet and model/file restrictions.

- URL: https://docs.unique.ai/administrators/space-management/tools/code-execution
- Locator: Compatibility; output; limitations; governance
- Evidence kind: documented
- Source date: 2026-07-30
- Retrieved: 2026-10-21

### unique-ai:unique-ai:compliance

Compliance Layer 3.0. Describes FINMA/bank-secrecy/CH-DPA Microsoft amendments and deployment-specific assurance limitations.

- URL: https://docs.unique.ai/security-and-compliance/compliance/compliance-layer-3-0
- Locator: Legal framework; FSI amendments; deployment feature matrix
- Evidence kind: documented
- Source date: 2026-05-27
- Retrieved: 2026-10-21

### anythingllm:anythingllm:ollama

Ollama configuration. A separately installed Ollama endpoint can provide customer-operated chat inference.

- URL: https://docs.anythingllm.com/setup/llm-configuration/local/ollama
- Locator: Local provider setup
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:local-embed

Built-in embedding provider. The built-in all-MiniLM-L6-v2 embedder runs on CPU and is primarily trained on English; it must first be downloaded.

- URL: https://docs.anythingllm.com/setup/embedder-configuration/local/built-in
- Locator: CPU model and download
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:embed

Embedding models. Retrieval embedding providers are configured separately from chat inference.

- URL: https://docs.anythingllm.com/features/embedding-models
- Locator: Local and cloud embedding options
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:embeddings

Custom embedding models. Documents custom embedding endpoints, one model per organisation and mandatory re-embedding after model/dimension changes.

- URL: https://docs.unique.ai/it-operators/custom-models-and-embeddings/usage-or-change-of-custom-embedding-model
- Locator: Setup; configuration; re-embedding
- Evidence kind: documented
- Source date: 2026-05-07
- Retrieved: 2026-10-21

### unique-ai:unique-ai:onpremsecurity

On-premises security architecture. Documents full customer control and possible operation without Unique access, with customer models/infrastructure.

- URL: https://docs.unique.ai/it-operators/installing-and-upgrading-unique/install-unique/on-premise-tenant/security-architecture-on-premises
- Locator: Overview; custom setup
- Evidence kind: documented
- Source date: 2026-05-08
- Retrieved: 2026-10-21

### unique-ai:unique-ai:operators

IT operator documentation overview. Describes dedicated Unique-managed, customer-cloud and full air-gapped on-premise modes.

- URL: https://docs.unique.ai/it-operators
- Locator: Supported deployment models
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-code

Code Execution. The page allows selected Knowledge Base files to be preloaded with additionalUploadedDocuments. Its compatibility list includes Azure and LiteLLM OpenAI Responses-capable IDs despite Azure-only introduction/limitations. Azure sandbox controls are not proof of the LiteLLM execution region.

- URL: https://docs.unique.ai/administrators/space-management/tools/code-execution
- Locator: Functionality; Limitations; All available models; Security & Governance; additionalUploadedDocuments
- Evidence kind: documented
- Source date: 2026-07-30
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-models

Unique LLM availability overview. The model catalogue separates provider routes, region/SKU choices and QA-only Swiss Phoeniqs. It is a technical availability inventory, not a complete legal subprocessor schedule.

- URL: https://docs.unique.ai/administrators/models-llm-management/how-we-evaluate-models/llm-availability-overview
- Locator: Provider and region matrices; Phoeniqs Model Service; recent changes
- Evidence kind: documented
- Source date: 2026-10-12
- Retrieved: 2026-10-21

### anythingllm:anythingllm:user-pin

AnythingLLM user quota implementation. The pinned user quota counts chats over the preceding 24 hours for non-admin multi-user accounts; null limits and admins are exempt.

- URL: https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/server/models/user.js
- Locator: server/models/user.js, canSendChat and dailyMessageLimit validation
- Evidence kind: source-inspected
- Source date: Not stated
- Retrieved: 2026-10-21
- Commit: 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba
- Path: server/models/user.js

### anythingllm:anythingllm:chat-pin

AnythingLLM chat quota enforcement. The pinned chat endpoints abort before generation when a multi-user account reaches its configured 24-hour quota.

- URL: https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/server/endpoints/chat.js
- Locator: server/endpoints/chat.js, multiUserMode and canSendChat checks
- Evidence kind: source-inspected
- Source date: Not stated
- Retrieved: 2026-10-21
- Commit: 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba
- Path: server/endpoints/chat.js

### unique-ai:unique-ai:cost

Model usage and cost management. Documents off-by-default estimated usage dashboards and enforced daily company/group/user model-call limits.

- URL: https://docs.unique.ai/administrators/models-llm-management/model-usage-and-cost-management
- Locator: Beta flags; daily limits; cost calculation; CSV
- Evidence kind: documented
- Source date: 2026-07-21
- Retrieved: 2026-10-21

### anythingllm:anythingllm:docchat

Documents in chat, current interface. Attachments inject full text while embedded documents are retrieved as chunks and become available to every authorized workspace user.

- URL: https://docs.anythingllm.com/chatting-with-documents/introduction
- Locator: v1.8.5+; attachment vs embedding; context; workspace scope
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:pdf-pin

AnythingLLM PDF extraction implementation. The pinned PDF handler attempts OCR when its initial text loader returns no pages, without establishing scan accuracy.

- URL: https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/collector/processSingleFile/convert/asPDF/index.js
- Locator: collector/processSingleFile/convert/asPDF/index.js, no-text fallback
- Evidence kind: source-inspected
- Source date: Not stated
- Retrieved: 2026-10-21
- Commit: 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba
- Path: collector/processSingleFile/convert/asPDF/index.js

### unique-ai:unique-ai:files

Upload and Chat limits. Specifies 512 MB/file, 30 files/batch, default forced retrieval for selected uploads and configurable expiry.

- URL: https://docs.unique.ai/users/upload-chat-file-limits-how-large-documents-are-handled
- Locator: Production limits; retrieval; expiry
- Evidence kind: documented
- Source date: 2026-06-28
- Retrieved: 2026-10-21

### unique-ai:unique-ai:filetypes

Supported file types. Lists common Office/PDF/text formats and general ingestion limitations that differ from the newer chat-specific limits.

- URL: https://docs.unique.ai/users/supported-file-types
- Locator: Types; exceptions; ingestion quality
- Evidence kind: documented
- Source date: 2026-05-09
- Retrieved: 2026-10-21

### unique-ai:unique-ai:file-ingestion-20261026

Unique file ingestion administration. Base ingestion lacks scanned-PDF OCR. MDI supports image-based PDFs; Docling has partial support. MDI must be provisioned and enabled per folder or chat Space, and the guide distinguishes experimental image-content extraction and deprecated agentic ingestion.

- URL: https://docs.unique.ai/administrators/knowledge-base-for-admins/file-ingestion
- Locator: Ingestion overview capability table; Enable MDI; Enable MDI for Upload in Chat
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### anythingllm:anythingllm:security

Security and access. Docker multi-user roles are Admin, Manager and Default; Default users only chat in explicitly assigned workspaces.

- URL: https://docs.anythingllm.com/features/security-and-access
- Locator: Docker only; single-user vs multi-user; roles
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:kbpermissions

Knowledge scope permissions. Describes query filtering by user/group scopes, but older SharePoint permission statements differ from the newer connector guide.

- URL: https://docs.unique.ai/administrators/knowledge-base-for-admins/folder-scope-access-permissions
- Locator: Scopes; source integration limits
- Evidence kind: documented
- Source date: 2026-05-07
- Retrieved: 2026-10-21

### anythingllm:anythingllm:sync

Automatic document sync preview. Preview sync refreshes watched sources; removing a watched Desktop original leaves existing parsed content and embeddings in place.

- URL: https://docs.anythingllm.com/beta-preview/active-features/live-document-sync
- Locator: Docker vs Desktop scope; intervals; missing local file
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:mcp

MCP compatibility. Self-hosted/desktop MCP supports local stdio and remote SSE/Streamable transports with configured credentials/headers.

- URL: https://docs.anythingllm.com/mcp-compatibility/overview
- Locator: Configuration file; management UI; transport types
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:outlook

Outlook Agent. The single-user Outlook skill uses a customer Entra application and requests approval for mailbox-modifying operations.

- URL: https://docs.anythingllm.com/agent/usage/outlook-agent
- Locator: Single-user only; delegated scopes; approvals
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:gmail

Gmail Agent. The Gmail skill is single-user only and distinguishes read actions from modifying actions requiring approval.

- URL: https://docs.anythingllm.com/agent/usage/gmail-agent
- Locator: Single-user only; setup; action approvals
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:sql

SQL Agent. A configurable SQL Agent can query a separately connected database.

- URL: https://docs.anythingllm.com/agent/usage/sql-agent
- Locator: Database connection and tool use
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:localdocker

Local Docker installation. Self-hosting runs the application in customer-controlled infrastructure and mounted storage.

- URL: https://docs.anythingllm.com/installation-docker/local-docker
- Locator: Volumes; local network; configuration
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:connectors-pin

AnythingLLM connector registration. The pinned UI registers Confluence, repository, website, YouTube, Obsidian and other import connectors; no source ACL test was performed.

- URL: https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/frontend/src/components/Modals/ManageWorkspace/DataConnectors/index.jsx
- Locator: frontend/src/components/Modals/ManageWorkspace/DataConnectors/index.jsx
- Evidence kind: source-inspected
- Source date: Not stated
- Retrieved: 2026-10-21
- Commit: 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba
- Path: frontend/src/components/Modals/ManageWorkspace/DataConnectors/index.jsx

### unique-ai:unique-ai:sharepoint

SharePoint connector. Documents periodic indexed sync, optional content-and-permissions mode, site selection and absent label-level detection.

- URL: https://docs.unique.ai/it-operators/integrations-connectors/sharepoint-connector
- Locator: Modes; permission sync; limitations
- Evidence kind: documented
- Source date: 2026-07-06
- Retrieved: 2026-10-21

### unique-ai:unique-ai:confluence

Confluence connector. Documents Cloud/Data Center content sync without source-permission synchronisation.

- URL: https://docs.unique.ai/it-operators/integrations-connectors/confluence-connector
- Locator: Requirements; sync; limitations
- Evidence kind: documented
- Source date: 2026-06-28
- Retrieved: 2026-10-21

### unique-ai:unique-ai:platform-overview-20261026

Unique platform overview. The platform architecture names Google Drive and Salesforce among knowledge sources, alongside SharePoint/OneDrive, Confluence and Teams/Outlook. It does not provide per-connector consent, rollout or price entitlements.

- URL: https://docs.unique.ai/administrators/platform-overview
- Locator: Connectors and Knowledge Sources diagram
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### unique-ai:unique-ai:release40-20261026

Unique release 2026.40. GA HTML dashboards can list, enable and sign in to MCP connectors, with Salesforce and Yahoo Finance named examples. Contract/module enablement and personal connection state still apply.

- URL: https://docs.unique.ai/it-operators/installing-and-upgrading-unique/release-notes-and-calendar/release-notes-2026/release-2026-40
- Locator: Hosted September 30 2026; Chat Experience, GA HTML connector dashboards
- Evidence kind: documented
- Source date: 2026-09-30
- Retrieved: 2026-10-26

### unique-ai:unique-ai:permissioncache

Permission cache timing. Describes usual subsecond internal permission propagation without a hard upper bound, and stale rules after a missed broadcast.

- URL: https://docs.unique.ai/administrators/access-management-for-admins/cache-permission-sla
- Locator: Expected timing; degraded scenarios
- Evidence kind: documented
- Source date: 2026-09-22
- Retrieved: 2026-10-21

### anythingllm:anythingllm:vector

Vector databases. The application supports configurable local and external vector databases rather than a single fixed vendor region.

- URL: https://docs.anythingllm.com/features/vector-databases
- Locator: Local and cloud storage choices
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:privacy

Privacy and data handling. Telemetry is optional; deleting a document from a workspace differs from deleting it from My Documents and all workspaces.

- URL: https://docs.anythingllm.com/features/privacy-and-data-handling
- Locator: Telemetry; document removal vs full erasure
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:keys

Single-tenant key management. Explains why client-held keys are unavailable across all Single Tenant data stores and directs full key control to self-hosting.

- URL: https://docs.unique.ai/it-operators/installing-and-upgrading-unique/install-unique/single-tenant/security-architecture-single-tenant/key-management
- Locator: Big picture; BYOK/CYOK/HYOK; storage locations
- Evidence kind: documented
- Source date: 2026-05-27
- Retrieved: 2026-10-21

### unique-ai:unique-ai:retention

Retention and deletion at Unique. Documents no training, Azure abuse-monitoring opt-out, post-termination retention and backup exceptions.

- URL: https://docs.unique.ai/security-and-compliance/data-protection/data-retention-and-data-deletion-at-unique
- Locator: Hosted-only scope; Azure provider retention; deletion; encryption
- Evidence kind: documented
- Source date: 2026-05-04
- Retrieved: 2026-10-21

### anythingllm:anythingllm:chatmodes

Chat modes. Agent mode uses configured tools; Query mode is documented to report when it finds no relevant document information.

- URL: https://docs.anythingllm.com/features/chat-modes
- Locator: Agent, Chat and Query modes
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:citation-pin

AnythingLLM source citation rendering. The pinned client renders citation sources with file/link/provider metadata and source-detail controls.

- URL: https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx
- Locator: frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx
- Evidence kind: source-inspected
- Source date: Not stated
- Retrieved: 2026-10-21
- Commit: 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba
- Path: frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx

### anythingllm:anythingllm:memory

Memories and personalization. Admins enable user-scoped workspace/global memory, and users can edit/delete it; selected memories go to the configured model.

- URL: https://docs.anythingllm.com/features/memories
- Locator: Off by default; user scope; limits; extraction
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:systemprompt

System prompt variables. Workspace system prompts can include dynamic user/time context; this does not establish a mandatory organization policy.

- URL: https://docs.anythingllm.com/features/system-prompt-variables
- Locator: Workspace prompt variables and context
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:memory

Context Memory in Unique AI Chat. Documents private per-user cross-chat memory, edit/disable controls and an explicit warning that disabling does not delete the stored profile.

- URL: https://docs.unique.ai/users/spaces/unique-ai-chat/context-memory-in-unique-ai-chat
- Locator: Private profile; edit and disable; web-search restriction
- Evidence kind: documented
- Source date: 2026-09-15
- Retrieved: 2026-10-21

### anythingllm:anythingllm:agent-setup

Agent setup. Operators configure Agent models and skills per workspace; the setup guide still names DuckDuckGo as the default search engine.

- URL: https://docs.anythingllm.com/agent/setup
- Locator: Workspace model; enabled skills; search configuration
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:flow

Agent Flows. A visual no-code flow editor creates reusable Agent skills; code skills remain a separate developer route.

- URL: https://docs.anythingllm.com/agent-flows/overview
- Locator: No-code builder; Desktop vs Docker
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:desktop

Desktop installation overview. Desktop supports Windows/macOS/Linux, is single-user and exposes only its API when optional LAN discovery is enabled.

- URL: https://docs.anythingllm.com/installation-desktop/overview
- Locator: OS support; single-player; network discovery
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:chat

Unique AI Chat. Describes the user chat workspace and configurable tools.

- URL: https://docs.unique.ai/users/spaces/unique-ai-chat
- Locator: Features and access
- Evidence kind: documented
- Source date: 2026-09-03
- Retrieved: 2026-10-21

### unique-ai:unique-ai:roles

Access role concept. Defines identity, application, space and knowledge-scope permissions, including delegated management roles.

- URL: https://docs.unique.ai/it-operators/identity-and-access-management-iam/access-role-concept
- Locator: Four access layers
- Evidence kind: documented
- Source date: 2026-05-07
- Retrieved: 2026-10-21

### anythingllm:anythingllm:flow-api

Agent Flow API-call block. A flow block calls a configured API and passes its result into later flow steps.

- URL: https://docs.anythingllm.com/agent-flows/blocks/api-call
- Locator: HTTP action configuration
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:docgen

Document generation skill. The enabled built-in skill generates text, PDF, Excel, DOCX and PowerPoint files, with model-dependent results.

- URL: https://docs.anythingllm.com/agent/usage/document-generation-agent
- Locator: Availability; document types
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:chart

Chart generation skill. An Agent chart skill generates charts from prompts and workspace data.

- URL: https://docs.anythingllm.com/agent/usage/chart-generation
- Locator: Examples and workspace data
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:mcp

MCP tools for spaces. Describes feature-flagged beta MCP clients with organisation and per-space connector/tool controls.

- URL: https://docs.unique.ai/administrators/space-management/tools/mcp-tools
- Locator: Beta warning; flags; selective tool enablement
- Evidence kind: documented
- Source date: 2026-05-21
- Retrieved: 2026-10-21

### unique-ai:unique-ai:hub

MCP Hub security governance. Documents per-user token routing, approved origin restrictions and tool-call correlation; some DLP/elicitation pipeline measures are planned.

- URL: https://docs.unique.ai/administrators/mcp/the-mcp-hub/govern/security-governance
- Locator: Authentication; governance; planned request pipeline
- Evidence kind: documented
- Source date: 2026-08-26
- Retrieved: 2026-10-21

### unique-ai:unique-ai:deepresearch

Deep Research tool. Documents experimental research/report engine, with separate external OpenAI-engine data flows and limited current tools.

- URL: https://docs.unique.ai/administrators/space-management/tools/deep-research
- Locator: Experimental warning; engines; user flow
- Evidence kind: documented
- Source date: 2026-05-09
- Retrieved: 2026-10-21

### anythingllm:anythingllm:agent-usage

Using agents. Agent sessions use configured skills and tool-capable models.

- URL: https://docs.anythingllm.com/agent/usage/overview
- Locator: Skills and tool use
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:browsing

Agent web browsing. The web-browsing skill searches the internet from an Agent request.

- URL: https://docs.anythingllm.com/agent/usage/web-browsing
- Locator: Built-in search skill
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:search-configured-r2

AnythingLLM v1.18.0 explicitly configured DuckDuckGo route. 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.

- URL: https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/server/utils/agents/aibitat/plugins/web-browsing.js
- Locator: agent_search_provider lookup; duckduckgo-engine switch case at lines 96-98; _duckDuckGoEngine at lines 1117-1210
- Evidence kind: source-inspected
- Source date: Not stated
- Retrieved: 2026-10-21
- Commit: 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba
- Path: server/utils/agents/aibitat/plugins/web-browsing.js

### anythingllm:anythingllm:agent-skills-r2

AnythingLLM Agent skill controls. The setup guide documents skill selection in Settings > Agent Skills and tool toggles from the chat prompt menu.

- URL: https://docs.anythingllm.com/agent/setup
- Locator: Configure your available skills, excluding the unversioned default-search example
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:websearch

Web Search tool. Documents multiple search engines, source citations and experimental query review/screening; conversation context may leave through queries.

- URL: https://docs.unique.ai/administrators/space-management/tools/web-search
- Locator: Modes; engines; external-query warning
- Evidence kind: documented
- Source date: 2026-05-20
- Retrieved: 2026-10-21

### anythingllm:anythingllm:job

Scheduled Jobs. Recurring Agent jobs are available only in single-user mode, with allowed tools, execution history and generated-file downloads.

- URL: https://docs.anythingllm.com/scheduled-jobs/overview
- Locator: Single-user restriction; schedules; run traces
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:sdk

Python SDK documentation. Documents SDK/public API access and customer-operated modules with event-driven webhook integration.

- URL: https://docs.unique.ai/developers/software-development-kit-sdk
- Locator: Public API; webhook verification; personal/app keys
- Evidence kind: documented
- Source date: 2026-05-08
- Retrieved: 2026-10-21

### unique-ai:unique-ai:scheduled

Scheduled Tasks. Documents off-by-default recurring tasks running with user permissions; unattended approvals/questions can stop a run.

- URL: https://docs.unique.ai/users/scheduled-tasks
- Locator: Beta warning; task settings; runs and limits
- Evidence kind: documented
- Source date: 2026-10-12
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-scheduled

Scheduled Tasks. Scheduled Chat/Conduct tasks offer Automatic or Manual approval. The newer release labels scheduling Experimental and feature-flagged; unattended automatic approval is not mandatory human confirmation.

- URL: https://docs.unique.ai/users/scheduled-tasks
- Locator: At a glance; task Approval setting; unattended runs
- Evidence kind: documented
- Source date: 2026-10-12
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-release42

Unique release 2026.42. Release 2026.42 makes Shared Chats GA, on by default per company with a per-Space toggle and preservation of explicit settings. Scheduled Tasks remain Experimental and feature-flagged.

- URL: https://docs.unique.ai/it-operators/installing-and-upgrading-unique/release-notes-and-calendar/release-notes-2026/release-2026-42
- Locator: Highlights; Chat Platform; Conduct scheduling flag
- Evidence kind: documented
- Source date: 2026-10-14
- Retrieved: 2026-10-21

### anythingllm:anythingllm:api

Developer API. Instance APIs manage workspaces, document embedding and chat; API keys confer access and must be protected.

- URL: https://docs.anythingllm.com/features/api
- Locator: Instance /api/docs; key management; workspace APIs
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:config

Configuration. 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.

- URL: https://docs.anythingllm.com/configuration
- Locator: Simple SSO passthrough; multi-user prerequisites
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:mcpkb

Knowledge Base MCP user guide. Documents external-assistant search/read with user permissions, citations and optional KB scope restrictions.

- URL: https://docs.unique.ai/it-operators/integrations-connectors/knowledge-base-mcp/knowledge-base-mcp-user-guide
- Locator: Connecting; access; limitations
- Evidence kind: documented
- Source date: 2026-10-05
- Retrieved: 2026-10-21

### unique-ai:unique-ai:api-usage

API model usage tracking. Documents public API/SDK model-call usage tracking; some other internal-service calls are outside scope and REST usage retrieval is planned.

- URL: https://docs.unique.ai/it-operators/operations/api-model-usage-tracking
- Locator: Coverage; flags; limitations
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:docker

Docker installation overview. Docker provides the shared browser/server deployment with multi-user administration; Desktop is a separate single-user application.

- URL: https://docs.anythingllm.com/installation-docker/overview
- Locator: Desktop/Docker comparison; server deployment
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:windows

Windows installation. Silent installation can support MDM packaging, but all-users installation is explicitly unsupported and Enterprise/Server OS use has caveats.

- URL: https://docs.anythingllm.com/installation-desktop/windows
- Locator: Current User only; silent install and uninstall
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:ext

Browser extension installation. The extension sends pages/selected text into workspaces using an API connection; it does not by itself enforce original web content ACLs.

- URL: https://docs.anythingllm.com/browser-extension/install
- Locator: Supported browsers; API connection; collected content
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:mobile

Mobile overview. A separate Android app runs local models and can pair with Desktop or server instances; iOS is not currently available.

- URL: https://docs.anythingllm.com/mobile/overview
- Locator: Android only; local models; pairing; feature set
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:meeting-intro

Meeting Assistant introduction. Free Desktop meeting recording/transcription is local on Windows/macOS; a selected cloud summary model receives the transcript.

- URL: https://docs.anythingllm.com/meeting-assistant/introduction
- Locator: Desktop exclusivity; supported OS; privacy
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:pro

AnythingLLM Pro overview. Optional Desktop Pro removes daily Magic-feature limits and generated-document watermarks; it is separate from Cloud Pro.

- URL: https://docs.anythingllm.com/pro/overview
- Locator: Desktop v1.15+; Magic features; document watermarks
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:translation

Translator space. Documents beta Office-file/text translation with glossary pre/postprocessing and potential layout disruption.

- URL: https://docs.unique.ai/administrators/space-management/create-spaces/translator-space
- Locator: Beta; glossary; document types; limitations
- Evidence kind: documented
- Source date: 2026-05-06
- Retrieved: 2026-10-21

### anythingllm:anythingllm:images

Image generation. Configured OpenAI/OpenRouter/Lemonade tools can edit reference images, while the documented Ollama route generates without using references.

- URL: https://docs.anythingllm.com/features/image-generation
- Locator: Provider table; reference-image editing; /img
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:tts

Text to speech. Read-aloud uses configured local/browser or external TTS engines, depending on the selected provider.

- URL: https://docs.anythingllm.com/features/text-to-speech
- Locator: Provider engines and configuration
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:stt

Transcription models. Audio transcription is a separately configurable provider route.

- URL: https://docs.anythingllm.com/features/transcription-models
- Locator: Transcription provider overview
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:meeting

Meeting Assistant features. The Desktop meeting workflow records/imports audio, identifies speakers, allows transcript corrections and summarizes meetings.

- URL: https://docs.anythingllm.com/meeting-assistant/features
- Locator: Transcription; speakers; editable text; summaries
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:voice

Voice administration. Requires Azure AI Speech Services and describes potential public/backbone audio routing.

- URL: https://docs.unique.ai/administrators/space-management/voice-administration
- Locator: Dependencies; networking; limitations
- Evidence kind: documented
- Source date: 2026-05-07
- Retrieved: 2026-10-21

### unique-ai:unique-ai:dpa

Unique data processing addendum. Public DPA covers hosted chat/recordings, lists Microsoft, Swiss storage, return/deletion, confidentiality and ten-year audit-log retention.

- URL: https://www.unique.ai/data-processing-addendum
- Locator: Sections 2-3, 6-7; Appendices A-B; July 2025 footer
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:voice-user

Using Voice. Documents prompt dictation with EN/DE/FR/IT, immediate audio discard and dialect/recognition limitations.

- URL: https://docs.unique.ai/users/spaces/using-voice
- Locator: Prompt dictation; privacy note; supported languages
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:i18n-pin

AnythingLLM locale registration. The pinned frontend registers English, German, French and Italian resources; completeness and naturalness are not established.

- URL: https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/frontend/src/locales/resources.js
- Locator: frontend/src/locales/resources.js, English/German/French/Italian imports
- Evidence kind: source-inspected
- Source date: Not stated
- Retrieved: 2026-10-21
- Commit: 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba
- Path: frontend/src/locales/resources.js

### anythingllm:anythingllm:r4-german-admin

AnythingLLM German administrator locale. German locale resources include user/invite/event-log and administrator settings labels. This establishes partial admin localization, not completeness or naturalness.

- URL: https://github.com/Mintplex-Labs/anything-llm/blob/9b1fcab141000eaba9f78ed131151de04904454b/frontend/src/locales/de/common.js
- Locator: settings users, invites, event-logs and role/admin labels
- Evidence kind: source-inspected
- Source date: 2026-10-25
- Retrieved: 2026-10-26
- Commit: 9b1fcab141000eaba9f78ed131151de04904454b
- Path: frontend/src/locales/de/common.js

### unique-ai:unique-ai:sso

Single sign-on setup. Documents Zitadel SSO across deployment types, group claims and automatic SAML account creation/update.

- URL: https://docs.unique.ai/it-operators/identity-and-access-management-iam/how-to-setup-single-sign-on-sso
- Locator: Entra ID OIDC; SAML; managed-tenant setup
- Evidence kind: documented
- Source date: 2026-05-07
- Retrieved: 2026-10-21

### anythingllm:anythingllm:admin-pin

AnythingLLM administrative events. The pinned admin routes record user creation/deletion, invitation and API-key lifecycle events.

- URL: https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/server/endpoints/admin.js
- Locator: server/endpoints/admin.js, user, invite and API-key routes
- Evidence kind: source-inspected
- Source date: Not stated
- Retrieved: 2026-10-21
- Commit: 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba
- Path: server/endpoints/admin.js

### unique-ai:unique-ai:scim

SCIM provisioning. Documents Unique SCIM endpoint/key for IdP user/group synchronisation.

- URL: https://docs.unique.ai/it-operators/identity-and-access-management-iam/user-and-group-provisioning/scim-system-for-cross-domain-identity-management
- Locator: Prerequisites and Entra setup
- Evidence kind: documented
- Source date: 2026-05-07
- Retrieved: 2026-10-21

### anythingllm:anythingllm:logs

Workspace chat logs. Authorized users export workspace/user chat logs in CSV, JSON, Alpaca JSON or JSONL once at least ten logs are available.

- URL: https://docs.anythingllm.com/features/chat-logs
- Locator: Permissions; export formats; minimum log count
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:event

Event logs. The UI records login attempts, messages, setting changes and uploads with user/time details, without a stated immutable retention model.

- URL: https://docs.anythingllm.com/features/event-logs
- Locator: Events and fields
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:analytics

Analytics interface. Documents adoption reports, detailed chat/model/tool exports and randomised or stable pseudonymous identifiers.

- URL: https://docs.unique.ai/administrators/insights-measurement/analytics-interface/analytics
- Locator: Reports; anonymisation; detailed interactions
- Evidence kind: documented
- Source date: 2026-09-03
- Retrieved: 2026-10-21

### unique-ai:unique-ai:audit

Audit logs. Defines privileged API event logging with self-service exclusions, deployment-specific retention and request-based export.

- URL: https://docs.unique.ai/it-operators/operations/security-and-data-privacy/audit-logs
- Locator: Scope; exclusions; default basic mode; retention and export
- Evidence kind: documented
- Source date: 2026-05-07
- Retrieved: 2026-10-21

### unique-ai:unique-ai:security-export

Security Events Export. Documents Single-Tenant-only Azure Activity/Defender Event Hub export with seven-day replay, client-region selection and consumption cost.

- URL: https://docs.unique.ai/it-operators/integrations-connectors/security-events-export-see
- Locator: Availability; delivered events; retention; cost
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-audit

Audit logs. API audit-event guide specifies basic/verbose modes and MT 90-day/ST five-year operational retention. It does not reconcile those event classes to DPA audit logs or a customer-specific contractual override.

- URL: https://docs.unique.ai/it-operators/operations/security-and-data-privacy/audit-logs
- Locator: About audit logs; modes; Single and Multi Tenant Clients
- Evidence kind: documented
- Source date: 2026-05-07
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-dpa

Unique data processing addendum. The public July 2025 DPA specifies ten-year audit logs and CH storage, while Appendix A lists Microsoft and a client-chosen location. No signed current provider schedule, retention override or contract-precedence mapping was inspected.

- URL: https://www.unique.ai/data-processing-addendum
- Locator: Sections 3.15 and 6.1; Appendix A; July 2025 footer
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-retention

Retention and deletion at Unique. Hosted-only policy separates ordinary post-termination content retention, recoverable files and backups and permits contract customisation. Its log/key statements are not reconciled to audit-event/DPA/key-management scopes.

- URL: https://docs.unique.ai/security-and-compliance/data-protection/data-retention-and-data-deletion-at-unique
- Locator: Purpose; Data retention; Deletion after termination; Backups; Encryption in Place
- Evidence kind: documented
- Source date: 2026-05-04
- Retrieved: 2026-10-21

### unique-ai:unique-ai:dlp

Data leakage prevention integration. Describes customer-operated HTTPS/DLP proxy and post-chat analytics scanning rather than a default native PII-redaction feature.

- URL: https://docs.unique.ai/it-operators/operations/security-and-data-privacy/data-leakage-prevention-dlp
- Locator: Proxy; analytics API; compatibility
- Evidence kind: documented
- Source date: 2026-05-07
- Retrieved: 2026-10-21

### unique-ai:unique-ai:single

Single-tenant security architecture. Documents separate Azure landing zone, network restrictions, retention and Unique-managed infrastructure keys.

- URL: https://docs.unique.ai/it-operators/installing-and-upgrading-unique/install-unique/single-tenant/security-architecture-single-tenant
- Locator: Azure resources; SSO; encryption; monitoring
- Evidence kind: documented
- Source date: 2026-05-28
- Retrieved: 2026-10-21

### unique-ai:unique-ai:policy

Terms and conditions administration. Documents first-login acceptance, custom terms under an MSA and version/agreement export through GraphQL.

- URL: https://docs.unique.ai/it-operators/operations/security-and-data-privacy/terms-and-conditions-administration
- Locator: First-login acceptance; MSA condition; API export
- Evidence kind: documented
- Source date: 2026-05-07
- Retrieved: 2026-10-21

### anythingllm:anythingllm:cloud-overview

Cloud overview. Mintplex describes each managed customer instance as isolated AWS infrastructure operated and updated by its team.

- URL: https://docs.anythingllm.com/cloud/overview
- Locator: Private managed instance
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:privacy-cloud

Cloud privacy policy. The managed-service policy excludes self-hosting, names AWS/Stripe/PostHog, permits necessary team access and states deletion at cancellation.

- URL: https://docs.anythingllm.com/cloud/privacy-policy
- Locator: Service scope; AWS; operational access; deletion
- Evidence kind: documented
- Source date: 2024-07-01
- Retrieved: 2026-10-21

### anythingllm:anythingllm:storage

Desktop storage. Desktop data is stored in an OS-specific local data directory controlled by its user.

- URL: https://docs.anythingllm.com/installation-desktop/storage
- Locator: Data location and backup
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-keys

Single-tenant key management. May 2026 key guide distinguishes imported customer-generated keys held by Unique from customer-exclusive key control via self-hosting. Its MT/ST CMK statement differs from the hosted retention page; actual MT configuration is unverified.

- URL: https://docs.unique.ai/it-operators/installing-and-upgrading-unique/install-unique/single-tenant/security-architecture-single-tenant/key-management
- Locator: Infrastructure-only scope; PMK; BYOK/CYOK/HYOK; Summary
- Evidence kind: documented
- Source date: 2026-05-27
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-single

Single-tenant security architecture. Single-tenant guide documents separate landing zone, WAF/IP controls and Unique-managed encryption. Its 2048-bit RSA-HSM description differs from the hosted retention page; this does not establish an exact current key design.

- URL: https://docs.unique.ai/it-operators/installing-and-upgrading-unique/install-unique/single-tenant/security-architecture-single-tenant
- Locator: Overview; Encryption; Data classification
- Evidence kind: documented
- Source date: 2026-05-28
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-compliance

Compliance Layer 3.0. The deployment matrix documents CH North multitenant hosting and selectable single/client-hosted regions, with deployment-specific controls. These are options, not proof of a particular customer contract or current key configuration.

- URL: https://docs.unique.ai/security-and-compliance/compliance/compliance-layer-3-0
- Locator: Digital Sovereignty; Feature overview matrix
- Evidence kind: documented
- Source date: 2026-05-27
- Retrieved: 2026-10-21

### anythingllm:anythingllm:pro-key

Desktop Pro activation. A purchased Desktop Pro key is periodically validated; free feature allowances remain without a subscription.

- URL: https://docs.anythingllm.com/pro/getting-started
- Locator: Periodic licence validation; free allowances
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:install

Unique installation models. Enumerates multi-tenant, single-tenant, customer-managed and on-premise deployments.

- URL: https://docs.unique.ai/it-operators/installing-and-upgrading-unique/install-unique
- Locator: Overview
- Evidence kind: documented
- Source date: 2025-08-06
- Retrieved: 2026-10-21

### anythingllm:anythingllm:terms-cloud

Cloud terms. Managed-service terms name Mintplex Labs Inc in California, California law, cancellation deletion and no credits for offline service under the generic terms.

- URL: https://docs.anythingllm.com/cloud/terms-and-conditions
- Locator: Scope; entity; payment; cancellation; offline credits; law
- Evidence kind: documented
- Source date: 2024-07-01
- Retrieved: 2026-10-21

### anythingllm:anythingllm:privacy-desktop

Desktop privacy policy. The policy describes local Desktop data and optional telemetry; connected external models still need separately scoped data processing.

- URL: https://docs.anythingllm.com/installation-desktop/privacy
- Locator: Desktop-only scope; telemetry
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:terms

Unique terms of service. Describes a sales-conversation service with Order Form subscription fees, nonrenewal notice, recording export and proprietary rights; applicability to the current AI MSA needs confirmation.

- URL: https://www.unique.ai/terms-of-service
- Locator: Sections 1-2, 4-6, 11, 17-18
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:redaction

Chat data redaction and retention. Documents scheduled clearing of chat content and workspace records, with separate upload/KB retention rules.

- URL: https://docs.unique.ai/it-operators/operations/security-and-data-privacy/data-redaction
- Locator: What is cleared; exclusions; administrator settings
- Evidence kind: documented
- Source date: 2026-10-18
- Retrieved: 2026-10-21

### unique-ai:unique-ai:contact

Unique AI contact. Lists Unique AI AG in Zürich, Unique Germany GmbH in Berlin and other regional entities.

- URL: https://www.unique.ai/contact-us
- Locator: Office addresses
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-governance

Unique AI governance framework: contract access. The current governance framework says legal contracts and end-user T&Cs are available on request; the public page does not expose platform subscription or component licence clauses.

- URL: https://docs.unique.ai/security-and-compliance/ai-governance-framework
- Locator: Individual standards; Legal contracts; End-User Terms and Conditions
- Evidence kind: documented
- Source date: 2026-04-12
- Retrieved: 2026-10-21

### unique-ai:unique-ai:trust

Unique AI trust centre. Describes CH Azure storage separately from globally routed inference and claims ISO/SOC assurances, with differing SOC types in the FAQ.

- URL: https://www.unique.ai/trust-center
- Locator: Enterprise security; compliance standards; FAQ
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:iso42001

Unique ISO/IEC 42001 certificate. TÜV SÜD certificate covers development/deployment SaaS for financial services using pretrained foundation models or client-provided models, valid to 6 March 2028.

- URL: https://www.unique.ai/hubfs/ISO%2042001_Unique_EN_2025.pdf
- Locator: One page; registration 99 420 00001; scope and dates
- Evidence kind: certificate-verified
- Source date: 2025-03-07
- Retrieved: 2026-10-21
- Issuer: TÜV SÜD South Asia Private Limited
- Certificate scope: Unique AG, Stockerstr.34, Zurich. Development and deployment of SaaS for financial-services clients based on pretrained AI foundation models using Azure OpenAI or client-provided models, including client on-premise models.
- Valid: 2025-03-07 to 2028-03-06

### unique-ai:unique-ai:review2-iso-docs

ISO Certifications and current downloads. The ISO documentation links 2026 English/German ATTESTA ISO27001 and ISO9001 renewals, plus the 2025 ISO42001 certificate; ISO27001 SoA requires an NDA.

- URL: https://docs.unique.ai/security-and-compliance/compliance/certifications/iso-certifications
- Locator: Certificate ISO27001; ISO9001; ISO42001; Statement of Applicability
- Evidence kind: documented
- Source date: 2026-08-05
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-iso27001

Unique AG ISO27001 ATTESTA 2026 renewal. Inspected ATTESTA ISO27001:2022 renewal for Unique AG, registration 223-06-018.I, issued 10 June 2026 after 4 June surveillance, valid until 31 May 2029. The certificate-linked public register lists the same number and expiry.

- URL: https://unique-ch.atlassian.net/wiki/rest/api/content/1384809423/child/attachment/att2423750716/download
- Locator: One-page 2026 English certificate; scope, registration, surveillance, printed expiry
- Evidence kind: certificate-verified
- Source date: 2026-06-10
- Retrieved: 2026-10-21
- Issuer: ATTESTA Schweizer Zertifizierungsgesellschaft AG
- Certificate scope: Unique AG, Stockerstrasse 34, 8002 Zürich: development, operation, trading and distribution of software and provision of IT/information-technology services; ISO27001:2022 information security management
- Valid: start not stated to 2029-05-31
- Registry: https://www.ic-register.com/?qry=Unique&handler=Process

### unique-ai:unique-ai:review2-iso9001

Unique AG ISO9001 ATTESTA 2026 renewal. Inspected ATTESTA ISO9001:2015 renewal for Unique AG, registration 223-06-017.Q, issued 10 June 2026 after 4 June surveillance, valid until 31 May 2029. The certificate-linked public register lists the same number and expiry.

- URL: https://unique-ch.atlassian.net/wiki/rest/api/content/1384809423/child/attachment/att2423750710/download
- Locator: One-page 2026 English certificate; scope, registration, surveillance, printed expiry
- Evidence kind: certificate-verified
- Source date: 2026-06-10
- Retrieved: 2026-10-21
- Issuer: ATTESTA Schweizer Zertifizierungsgesellschaft AG
- Certificate scope: Unique AG, Stockerstrasse 34, 8002 Zürich: development, operation, trading and distribution of software and provision of IT/information-technology services; ISO9001:2015 quality management
- Valid: start not stated to 2029-05-31
- Registry: https://www.ic-register.com/?qry=Unique&handler=Process

### unique-ai:unique-ai:review2-iso-register

Certificate-linked public register: Unique AG. Public certificate-linked register lookup for Unique AG lists registrations 223-06-018.I and 223-06-017.Q, Zurich, software/IT scope and expiry 31 May 2029. Standard/status text fields are blank; certificate PDFs supply the standards.

- URL: https://www.ic-register.com/?qry=Unique&handler=Process
- Locator: Unique AG result rows; registration, scope, expiry
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-soc

SOC2 Type2: chronology and report access. The dedicated SOC page explains Type1 in December 2023 followed by Type2 in January 2025; audit report and certificate are available only on request after NDA. Auditor, service scope and actual reporting period were not publicly inspected.

- URL: https://docs.unique.ai/security-and-compliance/compliance/certifications/soc-2-type-2
- Locator: SOC2 Type2 timeline; Certificates/report access
- Evidence kind: vendor-claimed
- Source date: 2026-04-12
- Retrieved: 2026-10-21

### anythingllm:anythingllm:secrecy-cloud-access

AnythingLLM Cloud operational access policy. 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.

- URL: https://docs.anythingllm.com/cloud/privacy-policy
- Locator: Instance Access and Management; Third-Party Services; Data Storage and Security; policy scope
- Evidence kind: documented
- Source date: 2024-07-01
- Retrieved: 2026-10-21

### anythingllm:anythingllm:secrecy-model-routing

AnythingLLM local and cloud 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.

- URL: https://docs.anythingllm.com/setup/llm-configuration/overview
- Locator: System LLM; Workspace LLM; Agent LLM; Supported LLM Providers
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:cloud-cards-r2

AnythingLLM advertised Cloud plan cards. 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.

- URL: https://anythingllm.com/cloud
- Locator: Basic $50/month, Pro $99/month and quote-only Enterprise cards; Basic BYO LLM key
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:review2-terms-admin

Terms and Conditions Administration. Current platform T&C administration refers to a customer MSA and gated admin export; it does not publish the vendor platform agreement or determine subscription/IP/branding clauses.

- URL: https://docs.unique.ai/it-operators/operations/security-and-data-privacy/terms-and-conditions-administration
- Locator: Overview; MSA exceptions; Modifying/Exporting Terms and Conditions
- Evidence kind: documented
- Source date: 2026-05-08
- Retrieved: 2026-10-21

### anythingllm:anythingllm:cost-vm

Azure Retail Prices, Switzerland North Linux VMs. EUR hourly PAYG rates retrieved 2026-10-21 are 0.2226, 0.4453 and 0.8905 for D4s, D8s and D16s v5 respectively.

- URL: https://prices.azure.com/api/retail/prices?currencyCode=EUR&%24filter=armRegionName+eq+%27switzerlandnorth%27+and+serviceName+eq+%27Virtual+Machines%27+and+%28armSkuName+eq+%27Standard_D4s_v5%27+or+armSkuName+eq+%27Standard_D8s_v5%27+or+armSkuName+eq+%27Standard_D16s_v5%27%29+and+priceType+eq+%27Consumption%27
- Locator: Consumption; Virtual Machines Dsv5 Series; Standard_D4s_v5/D8s_v5/D16s_v5
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:cost-pg

Azure Retail Prices, PostgreSQL Flexible Server. 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.

- URL: https://prices.azure.com/api/retail/prices?currencyCode=EUR&%24filter=armRegionName+eq+%27switzerlandnorth%27+and+serviceName+eq+%27Azure+Database+for+PostgreSQL%27+and+priceType+eq+%27Consumption%27
- Locator: General Purpose Ddsv5 Series Compute, 2/4/8 vCore; Flex Server Storage
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### anythingllm:anythingllm:cost-fx

ECB euro reference rate history. The 2026-10-20 reference rates are EUR 1 = USD 1.1215 and CHF 0.9237.

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

### anythingllm:anythingllm:cost-model

OpenAI API pricing. 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.

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

### anythingllm:anythingllm:cost-effort

GPT-6 Luna model documentation. The model accepts reasoning effort none, the lowest documented effort, and lists the same standard text-token rates.

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

### unique-ai:unique-ai:platform

Unique AI platform. Markets a modular finance platform with governed connectors, frontend, financial agents and APIs.

- URL: https://www.unique.ai/en/platform
- Locator: Frontend, financial agents, MCP Hub; deployment section
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:ecb-fx

ECB euro foreign exchange reference rates, 20 October 2026. ECB records EUR 1 = USD 1.1215 and CHF 0.9237 on 20 October 2026; derived USD to EUR is 1/1.1215 and CHF to EUR is 1/0.9237.

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

### unique-ai:unique-ai:review2-governance-20261026

Unique AI governance framework: contract access. The current governance framework says legal contracts and end-user T&Cs are available on request; the public page does not expose platform subscription or component licence clauses.

- URL: https://docs.unique.ai/security-and-compliance/ai-governance-framework
- Locator: Individual standards; Legal contracts; End-User Terms and Conditions
- Evidence kind: documented
- Source date: 2026-04-12
- Retrieved: 2026-10-26

### unique-ai:unique-ai:reference-licence-20261026

Unique public reference repository licence. The public repository defaults to Unique License v1 unless an explicit licence says otherwise; commercial use, distribution and modifications require prior approval. The default is restricted source-available, not an OSI open-source licence.

- URL: https://github.com/Unique-AG/ai/blob/afa596c9b4b0231895ff70f44029a9a525f746e9/LICENSE
- Locator: LICENSE, repository-wide disclaimer and exceptions
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### unique-ai:unique-ai:unique-licence-v1-20261026

Unique License v1. The published full licence permits personal noncommercial use and requires prior written approval for commercial use, distribution and modification, with separate component-licence exceptions. Swiss law and Zurich venue are specified.

- URL: https://github.com/Unique-AG/license/releases/tag/unique-license.v1
- Locator: Grant, Restrictions, Open Source Components, Governing Law
- Evidence kind: documented
- Source date: 2024-09-24
- Retrieved: 2026-10-26

### unique-ai:unique-ai:sdk-licence-20261026

Unique Python SDK MIT licence. The Python SDK directory has an explicit MIT licence permitting commercial use and modification subject to notice requirements; this exception does not license the hosted platform.

- URL: https://github.com/Unique-AG/ai/blob/afa596c9b4b0231895ff70f44029a9a525f746e9/unique_sdk/LICENSE
- Locator: unique_sdk/LICENSE, explicit component exception
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### unique-ai:unique-ai:sdk-package-20261026

Unique SDK package metadata. At the pinned October 23 repository commit, unique_sdk package metadata declares MIT, consistent with its component licence. Repository/package version is not treated as the hosted release date.

- URL: https://github.com/Unique-AG/ai/blob/afa596c9b4b0231895ff70f44029a9a525f746e9/unique_sdk/pyproject.toml
- Locator: project name/version and licence
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-26

### unique-ai:unique-ai:review2-terms-admin-20261026

Terms and Conditions Administration. Current platform T&C administration refers to a customer MSA and gated admin export; it does not publish the vendor platform agreement or determine subscription/IP/branding clauses.

- URL: https://docs.unique.ai/it-operators/operations/security-and-data-privacy/terms-and-conditions-administration
- Locator: Overview; MSA exceptions; Modifying/Exporting Terms and Conditions
- Evidence kind: documented
- Source date: 2026-05-08
- Retrieved: 2026-10-26

### anythingllm:anythingllm:cloud-terms-r2

AnythingLLM generic managed Cloud contract scope. The published generic terms cover managed Cloud, exclude self-hosting and deny offline-service credits; no bespoke Enterprise override was reviewed.

- URL: https://docs.anythingllm.com/cloud/terms-and-conditions
- Locator: Scope of Agreement; Instance Offline Recovery; last-updated date
- Evidence kind: documented
- Source date: 2024-07-01
- Retrieved: 2026-10-21

### anythingllm:anythingllm:support-r2

AnythingLLM public support channels. Public support routes are GitHub, team email and community Discord; the guide recommends GitHub/email for direct team assistance.

- URL: https://docs.anythingllm.com/support
- Locator: GitHub Issues; team email; Discord Community; direct-assistance note
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:support

Enterprise support. Provides public multitenant status link, enterprise email and a contract-specific dedicated support model.

- URL: https://docs.unique.ai/enterprise-support
- Locator: Contact; dedicated support model; hours
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:status

Unique public system status. Public status page displays service/API/collector components and historical uptime panels; dedicated environments are outside the documented status scope.

- URL: https://status.prod.unique.app/
- Locator: Component and 90-day uptime panels
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-10-21

### unique-ai:unique-ai:homepage

Unique AI finance platform. Markets embedded experts and structured training programmes for finance users and IT.

- URL: https://www.unique.ai/
- Locator: Forward-Deployed Engineers and training section
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-10-21
