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MITHUNAI RAG answers questions from your own content. You connect your documentation and other knowledge sources; it reads and indexes them, answers each question from the passages it retrieves, cites those passages, and says it does not know when your content does not cover the question. You then put those answers where people ask: a widget on your website, your own product over the HTTP API, and AI tools over MCP.

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At a glance

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What it does

Connect knowledge

Websites, sitemaps, files, GitHub, Confluence, Notion, Jira, Zendesk, help centres, forums and answers you write yourself.

Answer with citations

Every answer is written from retrieved passages and cites them, or the assistant abstains.

Configure assistants

Choose an assistant’s knowledge, model and guidance, and try it in the Playground.

Deploy

The Ask AI website widget, the HTTP API with API keys, and an MCP server.

Analyze

Conversations, top questions, coverage gaps and which sources answers cite.

API reference

Every endpoint, with its parameters, responses and examples.
The rule that makes it RAG holds on every channel: an answer comes from your content, cites it, and is replaced by an abstention when the evidence is not strong enough. How answers work explains each step.

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What is in beta

Most of MITHUNAI RAG is available. These parts are still new and still being worked on, and each carries a limit you should know about before you rely on it: Product status lists every capability and its status.

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Its own address

MITHUNAI RAG has its own address, rag.mithunai.com, in beta, signed in to with the same account. The console at app.mithunai.com stays where you work today. As the knowledge screens move:
  • Old addresses keep working. A bookmark to a knowledge screen on app.mithunai.com opens the same screen at the new address.
  • Nothing you installed moves. The widget script, the HTTP API base URL and the MCP address stay exactly as they are, so no website or integration needs changing.
  • Your account, organisation and members stay on the console. They belong to the platform, which every MITHUNAI product shares.
  • You do not sign in twice. See Sign in once.

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Get started

The quickstart goes from an empty organisation to a first cited answer in six steps. To put answers on your website first, see Add Ask AI to your website.
Last modified on November 7, 2026