AI Agents & Chatbots B2B & Technical Support Knowledge Base & Self-Service
Answer engine for technical products that turns docs, code, tickets and forums into cited AI agents for docs sites, support forms, Slack and MCP.
Developer-tool, API, SaaS and hardware companies with deep technical documentation that want cited answers in docs, support forms, Slack, Discord and coding agents via MCP, with a 14-day no-card trial and US or EU hosting.
You mostly handle orders, billing and account changes, or want published prices: Kapa answers technical questions rather than taking helpdesk actions, and its Growth and Enterprise plans are quoted.
Kapa.ai is an ingestion and retrieval platform for technical product knowledge, with ready-made agents on top. It connects to more than 30 sources, including documentation sites, PDFs, GitHub code, resolved support tickets, Slack and Discord threads, Confluence, Notion, Salesforce knowledge articles, Linear issues, OpenAPI specs and Stack Overflow for Teams, and keeps them re-indexed as they change. On top of that knowledge base it ships prebuilt agents: an Ask AI widget for docs and websites, a support form deflector that answers before a ticket is filed, Slack and Discord bots, a Zendesk agent that drafts replies from solved tickets, and an internal assistant. Developers can skip the agents and call the retrieval API or a hosted MCP server, which puts your docs inside coding agents such as Claude Code and Cursor.
The behaviour worth understanding is that Kapa is built to decline rather than guess. Every answer carries inline citations to your own sources, and when the sources do not cover a question it says it does not know, which is the right trade for API, SDK and hardware documentation where a confident wrong answer is worse than none. It scopes answers to the right product and version, parses scanned manuals and code as well as text, and its analytics show the questions it could not answer so the docs team knows what to write next. Kapa is also candid about its limits: it is not a general workplace search tool, and it says it is a poor fit for non-technical content or audio and video heavy corpora.
Emil Soerensen and Finn Bauer founded Kapa, which went through Y Combinator's Summer 2023 batch and is backed by Initialized, with angels including Docker founder Solomon Hykes, Replit founder Amjad Masad and RAG paper co-author Douwe Kiela. It has offices in New York and Copenhagen and says 200+ companies use it, including OpenAI, Logitech, Sentry, Grafana and CircleCI. monday.com reports 98 percent ticket deflection on an in-product agent serving more than 100,000 customers, Nokia runs Kapa agents across seven networking product lines, and Raspberry Pi says 88 percent of its docs users self-serve. Kapa is SOC 2 Type II certified and GDPR compliant, with US and EU hosting.
There is a 14-day free trial with no card, covering one index, 5,000 crawled pages and 1,000 answers. After that, Growth is usage-based (a platform fee plus committed answers, on an annual minimum), and Enterprise adds SSO, SCIM, EU and regional hosting and an SLA; neither price is published. Choose Kapa.ai if you sell a developer tool, API, SaaS platform or hardware product with deep documentation and want accurate, cited answers in your docs, support form and community. Skip it if your support is mostly orders, billing and accounts, or you want an AI agent that takes actions inside a helpdesk: Kapa answers technical questions, it does not process refunds.
See the best Kapa.ai alternatives →
Platform fee plus committed answers.checked October 2026
Growth Growth Usage-basedchecked October 2026
Ask AI on your docs and website.checked October 2026
SOC 2 Type II and GDPRchecked October 2026
US and EU hosting.checked October 2026
$0 for 14 dayschecked October 2026
Get started for free, no credit card required.checked October 2026
Hand off to support Hands off to your team when it cannot help.checked October 2026
For agents in production. Platform fee plus committed answers.checked October 2026
Updated October 2026
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