Kapa.ai Review 2026

Production AI assistant trained on your technical documentation, with MCP server support and SOC 2 Type II compliance — used by OpenAI, Reddit, monday.com, Mapbox, and 200+ others.

Kapa.ai builds the 'ask the docs' chatbot for developer-facing products. You point it at your documentation, GitHub repos, Stack Overflow, Discord/Slack history, Intercom transcripts, and release notes, and it produces a grounded RAG assistant your users can query from your docs site, your in-app help widget, your Slack/Discord community, or directly through an API. The pitch is reliability: Kapa publishes the percentage of questions it can confidently answer, gives you a dashboard of what users asked and where the docs failed them (gap analysis), and is SOC 2 Type II certified — the reasons OpenAI, Reddit, Mapbox, monday.com, Logitech, and many developer-tools companies have chosen it over rolling their own. Kapa supports the Model Context Protocol: you can expose your Kapa instance as an MCP server so an agent in Claude Desktop, Cursor, or any MCP-aware client can pull authoritative product knowledge directly into a session. Pricing is tiered by usage and features — Team for small docs, Pro for production, Enterprise for SSO, custom contracts, and dedicated support. There is no free public tier; book a demo for trial access.