Ragen
ragen.ai
What it is
Ragen is a company knowledge assistant available through web, API, or self-hosting. It answers questions using company documents and connected tools, and includes citations to the source material. Teams can create separate assistants for departments such as HR, sales, compliance, customer service, and operations. A website chatbot handles product and policy questions continuously and can be embedded on permitted domains with one line of code. Ragen exposes knowledge to agents through MCP, an OpenAI-compatible API, and a TypeScript SDK. Integrations listed include Google Drive, HubSpot, ClickUp, Fireflies.ai, Google Calendar, Gmail, Slack, Notion, Google Analytics, WooCommerce, Open Mercato, and Rejestr.io; BaseLinker and KSeF are marked coming soon. Ragen Brain organizes documents into knowledge pages, flags contradictions and outdated files, and requires human approval before publishing. File and folder permissions are checked for every answer. Data remains on the customer’s infrastructure, with optional encryption keys and masking for specified identifiers.
Spec sheet
- Purpose
- Ragen answers questions from a company's documents and tools, with citations to the source.Read 3 Oct 2026 · ragen.ai
- Intended users
- The site presents Ragen for company teams including HR, sales, customer service, operations and partners, and says it is aimed at organizations needing an on-premise or self-hosted knowledge assistant.Read 3 Oct 2026 · ragen.ai
- Integrations
- The integrations page lists Google Drive, HubSpot, ClickUp, Fireflies.ai, Google Calendar, Gmail, Slack, Notion, Google Analytics, WooCommerce, Open Mercato and Rejestr.io.Read 3 Oct 2026 · ragen.ai
- Security
- Conversation content can be encrypted with keys in the customer's AWS KMS or Scaleway Key Manager, and optional masking covers PESEL, NIP, REGON and card numbers.Read 3 Oct 2026 · ragen.ai
- Support
- Self-hosted includes deployment documentation and community support; Enterprise includes an SLA, priority support and a dedicated Customer Success Manager.Read 3 Oct 2026 · ragen.ai
- Access control
- Permissions are checked per file and folder for each answer, including answers requested through AI agents.Read 3 Oct 2026 · ragen.ai
- AI agents
- Ragen exposes company knowledge through MCP, an OpenAI-compatible API and a TypeScript SDK.Read 3 Oct 2026 · ragen.ai
- Data hosting
- Ragen runs on the customer's own servers or cloud account, and documents, vector store and conversation history stay within that infrastructure.Read 3 Oct 2026 · ragen.ai
- Department assistants
- It supports separate assistants for teams such as HR, sales and compliance.Read 3 Oct 2026 · ragen.ai
- Knowledge preparation
- Ragen Brain turns scattered documents into knowledge pages, flags contradictions and outdated files, and requires human approval before publishing.Read 3 Oct 2026 · ragen.ai
- Limitations
- The site says Ragen is for answering questions from documents with access control, and recommends general-purpose tools for image generation, voice or code execution.Read 3 Oct 2026 · ragen.ai
- Model choice
- Customers can use models locally, through their own provider keys or through an OpenAI-compatible endpoint.Read 3 Oct 2026 · ragen.ai
- Not yet available
- The integrations page labels BaseLinker and KSeF as coming soon.Read 3 Oct 2026 · ragen.ai
- Usage controls
- The admin panel supports hard monthly organisation limits for tokens, cost or messages, plus team-level request-rate and model limits.Read 3 Oct 2026 · ragen.ai
- Website chatbot
- The website chatbot answers product and policy questions 24/7 and can be embedded with one line of code on allowed domains.Read 3 Oct 2026 · ragen.ai
Plans and prices
Strong points and limits
Strong points
- Free self-hosted plan has no licence fees
- Answers include citations to source material
- Per-file and folder permissions are checked
- Supports MCP, API, and TypeScript SDK
- Usage limits cover tokens, cost, or messages
Limits
- Customers pay for infrastructure and models
- BaseLinker and KSeF are not yet available
- General-purpose image, voice, and code tools are recommended instead
Who it suits
Ragen suits organizations that need an on-premise or self-hosted knowledge assistant for departments such as HR, sales, compliance, customer service, or operations. It is intended for teams that need document-level access control and customer-managed infrastructure.
Verdict
Ragen combines cited document answers with departmental assistants, website chat, integrations, and agent access. Its self-hosted design keeps documents and conversation history within the customer’s infrastructure, while enterprise pricing is available on request.
Where Specifiction places it
- Retrieval-Augmented Generation Tools#19 of 267.6