# Kapa.ai Inc.
*Also known as Kapa*

- Status: Unclaimed: compiled by Nowen from public sources, not reviewed by the company
- Industry: Knowledge Management
- Delivery model: software
- Website: https://kapa.ai
- AI agent profile: https://nowen.ai/agents/kapa-ai
- Updated: 2026-09-18
- Directory: one of 23 AI agents in Knowledge Management (https://nowen.ai/industry/knowledge-management)
- Read by AI assistants from: OpenAI, Anthropic, Perplexity, Meta, Amazon

> Kapa.ai provides a retrieval-based platform that grounds AI agents in diverse knowledge sources to deliver accurate, source-cited answers at scale.

Kapa.ai is an AI knowledge grounding and retrieval platform that ingests diverse sources to provide accurate, up-to-date context for AI agents. It enables grounding across documentation, code, tickets, and other knowledge sources, so agents can answer complex questions with citations and minimal hallucination. By connecting sources and keeping answers current, Kapa serves teams building product-facing assistants, developer tools, and internal copilots, helping organizations deflect support requests, improve documentation, and empower automated workflows. The platform emphasizes safeguarding data, ensuring access controls and governance, and delivering configurable retrieval that surfaces relevant passages tied to source material.

**Mission:** Turn your documentation and knowledge into always-current context for AI agents.

## Products & Services

### [Answer Engine](https://www.kapa.ai/product/answer-engine)
*Product*
Resolve complex technical questions instantly with accurate, sourced answers.
An AI-powered question-and-answer engine built for technical product content. Ingests thousands of pages and data types to deliver direct, cited answers. Grounded retrieval across 30+ sources with real-time updates and explicit I don’t know guardrails. Deploys across website widgets, Slack/Discord bots, Zendesk, internal copilots, or hosted MCP server via API. Answers are citation-backed and traceable to sources, with analytics to surface coverage gaps.
- Pricing: Pricing not published

- **Grounded, cited answers** — Provide Reliable Citations
- **Channel deployments** — Deploy Across Multiple Channels
- **Content Ingestion** — Ingest Diverse Content
- **Security and compliance** — Ensure Data Security
- **Multi-source ingestion** — Enable Cross-Source Answers
- **Customization options** — Personalize User Experience

### [MCP Server](https://www.kapa.ai/product/mcp)
*Platform*
Connect any AI agent to your product knowledge for accurate, contextual responses.
A hosted MCP server that grounds AI agents in your documentation and data sources. It provides a single endpoint for grounded retrieval across 30+ sources via an MCP interface, with configurable authentication and full visibility into agent queries. Supports source-group scoping and role-based access controls, and is maintained by Kapa.
- Pricing: Pricing not published

- **Broad Source Connectors** — Connect 30+ Sources
- **Hosted MCP Server** — Deploy Instantly
- **Full Query Visibility** — Track User Queries
- **Source-Group Scoping and RBAC** — Control Access Granularly
- **Per-Audience Authentication** — Tailor Access Controls

### [In-Product Agent](https://www.kapa.ai/product/in-product-agent)
*Product*
Empower users with an expert AI agent inside your product for instant answers and actions.
An AI agent embedded inside your product, capable of querying your knowledge base, running data queries, and taking actions, all without backend maintenance. Ship with ready-made UI components or headless integration; the agent remains up-to-date through Kapa’s data ingestion.
- Pricing: Pricing not published

- **Frontend-First Embedding** — Integrate Smoothly
- **Analytics and Observability** — Monitor User Interactions
- **Tooling and Guardrails** — Ensure Safe Operations
- **Rapid Deployment** — Launch in Minutes
- **User Interactivity** — Engage Directly

### [Product Agent SDK](https://www.kapa.ai/product-agent-sdk)
*Product*
Build Product Agents With Accurate Context Integrated Into Your Applications.
Frontend-first SDK to build product agents within your own apps. The SDK ships as two packages and lets you drop in ready-made UI or run headless with TypeScript; it wires product knowledge into agents without rebuilding retrieval or analytics infrastructure. It provides type-safe tool definitions, guardrails, and analytics, while reusing your existing auth context.
- Pricing: Pricing not published

- **Ingest Product Knowledge** — Integrate Comprehensive Knowledge.
- **Frontend-First Agent SDK** — Embed Agents Seamlessly.
- **Expose Useful Tools** — Define Safe, Custom Tools.
- **Grounded Retrieval** — Ensure Reliable Knowledge Access.
- **Guardrails And Analytics** — Ensure Safety With Guardrails.
- **Two-Package Architecture** — Flexible Integration Options.

### [Support Form Deflector](https://www.kapa.ai/solutions/support-form-agent)
*Product*
Deflects up to 70% of support tickets by providing instant answers directly in the support flow.
A deflector that suggests answers inside the support flow before a ticket is submitted, reducing tickets and deflecting workload. It integrates with your existing support tools and improves user experience by providing accurate, cited content from your docs and knowledge base.
- Pricing: Pricing not published

- **Ticket Deflection** — Improves User Experience
- **Deflection Impact** — Reduces Ticket Volume
- **Real-time Interaction** — Increases Efficiency
- **Tooling Integration** — Streamlines Support Workflows
- **Analytics Tracking** — Improves Documentation

## Market Segments

- **AI knowledge grounding and retrieval** (market size $1.9B, CAGR 39.66%): Capabilities that ingest, index, and surface documentation, code, tickets, and conversations to provide citation-backed, up-to-date context for AI agents and Q&A.
  - Products: Answer Engine, MCP Server, Product Agent SDK
- **In-product AI assistants** (market size $3.4B, CAGR 44.5%): Embeddable agents and SDKs that enable product-facing assistants to query product knowledge, execute actions, and interact with users with minimal backend maintenance.
  - Products: In-Product Agent, Product Agent SDK, MCP Server
- **Customer support automation** (market size $12.1B, CAGR 25.8%): Automates drafting and routing of support replies across email, chat and social channels, ticket summarization, trend tracking and empathetic responses to reduce response time and improve consistency.
  - Products: Support Form Deflector, Answer Engine
- **Agent infrastructure, observability, and governance** (market size $1.7B, CAGR 38.69%): Managed retrieval endpoints, per-audience authentication, role-based access, query visibility, and compliance controls that provide governance and operational visibility for production AI agents.
  - Products: MCP Server, Answer Engine, Product Agent SDK

## Sources

- [Kapa.ai Inc.](https://kapa.ai)
- [Answer Engine](https://www.kapa.ai/product/answer-engine)
- [MCP Server](https://www.kapa.ai/product/mcp)
- [In-Product Agent](https://www.kapa.ai/product/in-product-agent)
- [Product Agent SDK](https://www.kapa.ai/product-agent-sdk)
- [Support Form Deflector](https://www.kapa.ai/solutions/support-form-agent)
- [Market Size (2025) USD 1.92 Billion; Market Size (2030) USD 10.20 Billion; Growth Rate (2025 - 2030) 39.66%.](https://www.mordorintelligence.com/industry-reports/retrieval-augmented-generation-market)
- [AI search engine market was valued at USD 18.5 billion in 2025 and is projected to reach USD 78.19 billion by 2036, a 14.0% CAGR.](https://semanticos.io/blog/ai-search-engine-market-forecast)
- [Knowledge graph market projected to reach USD 9.88 billion by 2032 from USD 1.90 billion in 2026, at a CAGR of 31.6%.](https://www.marketsandmarkets.com/PressReleases/knowledge-graph.asp)
- [Market Size Value in 2025: USD 3.35 Billion; Growth Rate: CAGR of 44.5% from 2025 to 2030.](https://www.marketsandmarkets.com/Market-Reports/ai-assistant-market-40111511.html)
- [The Global Personal AI Assistant Market is valued at approximately USD 2.23 Billion in 2024 and growing at a strong rate (report data).](https://www.technavio.com/report/personal-ai-assistant-market-industry-analysis)
- [AI shopping assistant market size is USD 4.34 billion in 2025; forecast USD 37.45 billion by 2034; CAGR 27.04%.](https://www.precedenceresearch.com/ai-shopping-assistant-market)
- [Artificial Intelligence market worldwide expected value US$617.62bn by 2026; CAGR 14.82% (2026-2032).](https://www.statista.com/outlook/tmo/artificial-intelligence/worldwide/?srsltid=AU7gw4WPjBBo6x_5EmkztOTNSO7HV4KdYJ4i72-aBDNrYBfhmgLxCiKd)
- [Market size was valued at USD 12.06 billion in 2024 and is projected to reach USD 47.82 billion by 2030, at a CAGR of 25.8%.](https://www.marketsandmarkets.com/Market-Reports/ai-for-customer-service-market-244430169.html)
- [Market expected to increase from USD 7.82 billion in 2025 to USD 34.12 billion by 2031, CAGR 28.18%.](https://www.mordorintelligence.com/industry-reports/generative-ai-in-customer-support-automation-and-conversational-agents-market)
- [AI For Customer Service Market was valued at USD 12.58 billion in 2024 and is expected to reach USD 73.99 billion by 2032, CAGR 24.92%.](https://www.snsinsider.com/reports/ai-for-customer-service-market-7986)
- [Market Size (2026) USD 1.68 Billion; Growth Rate (2026 - 2031) 38.69%.](https://www.mordorintelligence.com/industry-reports/agent-observability-and-governance-market)
- [Revenue, 2026 USD 4.1 Bn; Forecast, 2035 USD 27.2 Bn; CAGR, 2026-2035 23.4%.](https://www.globemarketresearch.com/reports/ai-observability-market)
- [Market size valued at USD 2.94 Billion in 2025; CAGR 31.1% from 2026 to 2035.](https://www.nextmsc.com/report/ai-observability-market-ic5403?srsltid=AU7gw4WSVOt7xl2kcXGIy0Kg3WZ1JYtJGXZJVtL_6A19pY7y-k9OpMFZ)
- [Market Size (2025): USD 2.85 Billion; Size and CAGR 35.8%.](https://www.igtps.com/report/united-states-ai-agent-governance-market)