As of 30 October 2026
MITHUNAI RAG vs Kapa.ai: 7 differences that matter
Both turn your documentation into an assistant that cites its sources and declines when your content has no answer. This page sets out where they differ, including where Kapa.ai is the stronger choice.
Published by MITHUNAI.
Last updated
Who this comparison is for
As of 30 October 2026. Both products change often. Every Kapa.ai fact on this page links to the Kapa.ai page we read it on, on that date.
The short answer. Both turn your documentation into an assistant that cites its sources and declines when your content has no answer. Kapa.ai is more mature: SOC 2 Type II, more connectors, more chat channels. MITHUNAI RAG publishes fixed prices, hosts in Germany, white-labels per customer, and shares one account with Chat and the Gateway.
You support a technical product. Your customers and your own team ask the same questions again and again, and the answers already exist somewhere in your docs, repositories, tickets and forums. You want an assistant that answers from those sources, shows where each answer came from, and says so when it does not know, rather than making something up.
Kapa.ai and MITHUNAI RAG both do that. This page sets out where they differ, including where Kapa.ai is the stronger choice.
At a glance
| Compared on | MITHUNAI RAG | Kapa.ai |
|---|---|---|
| What it is | Knowledge and answers: connect sources, ask, get cited answers. Part of the MITHUNAI platform | "Turn your company's knowledge into AI agents" (home) |
| Knowledge sources | GitHub repositories, issues and pull requests; websites and sitemaps; file uploads (PDF, Word, Markdown, HTML, text, code); OpenAPI schemas; public Zendesk help centres; public Discourse forums; custom Q&A pairs. Private GitHub, Confluence Cloud, Notion, Jira, Jira Service Management and Zendesk tickets through a saved connection (not yet tried against a real account) | 24 listed in its docs, including Slack, Discord, Stack Overflow, Salesforce, Google Drive, SharePoint, S3 and YouTube (docs); "30+ other sources" on its home page (home) |
| Where answers appear | Website widget, HTTP API, MCP server, the console, and MITHUNAI Chat | Website widget, Slack bot, Discord bot, internal assistant, support form deflector, Zendesk agent, Chat SDK and Chat API (docs) |
| Citations | Every answer cites the passages it used | "Agentic retrieval with citations" (pricing) |
| When the content has no answer | Declines to answer, and tells your app why: not supported by your content, or temporarily unavailable | Labels the answer "Uncertain", typically saying "Hmm, I do not have enough information" (docs) |
| MCP | MCP server, in beta, with three read-only tools (search knowledge, ask an assistant, list knowledge) and one that rates an answer (no MCP client yet) | Hosted MCP server, deployed "in a single click" (docs) |
| Analytics | Usage, source analytics (which sources answers cite), unanswered questions and Top questions, which never name who asked | Conversation and query analytics, knowledge gap reports, feedback and quality scoring (pricing) |
| White-label | Per customer organisation: name, logo, colours, links and widget, with no code change | Not listed on the pages we read |
| Hosting and data location | Hosted in the EU (Germany). Your own cloud account or data centre on the Sovereign Custom plan, billed annually and arranged with us (pricing) | US or EU hosting; "EU and regional hosting" on Enterprise (home, pricing). Self-hosting not offered on the pages we read |
| Pricing | Published: Starter $99, Growth $299, Business $599 a month with AI included; Enterprise and Sovereign Custom priced with you (pricing) | 14-day free trial at $0, no credit card; Growth is usage-based ("platform fee plus committed answers"); Enterprise is custom (pricing) |
| Free trial | No self-serve trial. Book a demo, or ask the public playground | Yes, 14 days (pricing) |
| Security certifications | None held today (security) | SOC 2 Type II (security); lists "SOC 2 Type II and GDPR" (pricing) |
| SSO, SCIM, fine-grained roles | Planned | SSO, SCIM and RBAC on Enterprise (pricing) |
| Data retention controls | Not a listed feature today | Zero data retention and PII masking on Growth; data retention controls on Enterprise (pricing) |
| Model training | MITHUNAI trains no model on your content | "Training opt-outs signed with all LLM providers" (security) |
| Uptime SLA | Not offered today | "Premium support and SLA" on Enterprise (pricing) |
Where Kapa.ai is stronger
Choose Kapa.ai if any of these decides it for you:
- You need a security certification now. Kapa.ai states SOC 2 Type II (security). MITHUNAI holds no third-party certification today and answers security questionnaires directly instead.
- You need answers inside Slack, Discord or Zendesk. Kapa.ai ships bots and apps for each (docs). MITHUNAI RAG’s Slack and Microsoft Teams bots are in Beta and not yet tried against a real account, and there is none for Discord or Zendesk.
- Your knowledge lives in Slack, Salesforce, Google Drive, SharePoint, S3 or YouTube. Kapa.ai connects to all of them (docs). MITHUNAI RAG does not yet.
- You need SSO, SCIM or a contractual SLA. Kapa.ai offers them on Enterprise (pricing). MITHUNAI does not yet.
- You want to try it yourself today. Kapa.ai has a 14-day self-serve trial (pricing).
- You want an established vendor. Kapa.ai says 200+ companies use it, naming OpenAI, Logitech and monday.com (home, pricing).
Where MITHUNAI RAG is different
- You know the price before you talk to sales. Four plans with published monthly prices and a monthly answer allowance set per organisation, with your usage shown as “X of Y answers used this month”.
- Your data is hosted in the EU by default. The platform runs on a server in Germany. If you must run it yourself, the Sovereign Custom plan deploys it in your own cloud account or data centre.
- Your assistant can carry your customer’s brand. Each customer organisation sets its own name, logo, colours and widget, with no code change and no fork. Useful if you serve answers to your own customers under their brand.
- It tells your software why it declined. When the assistant will not answer, the API says whether your content did not support an answer or the service was unavailable, so your app can route the question to a person.
- One account covers more than answers. The same sign-in reaches MITHUNAI Chat and the MITHUNAI Gateway (see below).
Beyond answers: the rest of the platform
MITHUNAI RAG is one part of the MITHUNAI platform, not the whole of it. The same account, organisation and sign-in include:
- MITHUNAI Chat (live): a chat workspace for your team.
- MITHUNAI Gateway (live): one OpenAI-compatible endpoint in front of your model providers, with routing and failover.
- AI search visibility (Beta. Not yet run against a real AI search engine.): measures how AI search engines answer your buyers’ questions, and whether they mention you.
- MITHUNAI Team: AI employees that carry out tasks only with a person’s approval. Beta. Access on request.
Kapa.ai and MITHUNAI RAG overlap on knowledge and answers. The rest of the platform is outside this comparison.
Frequently asked questions
See it on your own docs
The fairest test is your own content. Book a demo and we will connect a few of your sources, then ask the questions your customers ask.
Sources
All Kapa.ai facts were read on 30 October 2026:
- Kapa.ai home page: https://www.kapa.ai/
- Kapa.ai pricing: https://www.kapa.ai/pricing
- Kapa.ai security: https://www.kapa.ai/security
- Kapa.ai docs, Prebuilt Agents: https://docs.kapa.ai/integrations
- Kapa.ai docs, Knowledge sources: https://docs.kapa.ai/knowledge-sources/
- Kapa.ai docs, Hosted MCP server: https://docs.kapa.ai/retrieval/hosted-mcp-server
- Kapa.ai docs, Analytics FAQ: https://docs.kapa.ai/analytics/faq#what-does-an-uncertain-answer-mean
Kapa and Kapa.ai are names of their owner. MITHUNAI is not affiliated with, endorsed by or sponsored by Kapa.ai. If anything here about Kapa.ai is out of date, tell us and we will correct it.