AI that actually knows your product

AI that actually knows your product

AI that actually knows your product

AI that actually knows your product

Build accurate AI assistants from your documentation and 50+ other sources. Deploy across docs, support and product in hours.

Build accurate AI assistants from your documentation and 50+ other sources. Deploy across docs, support and product in hours.

  • Website

    Github

    Confluence

    Slack

    Notion

    Zendesk

    Salesforce

    Jira

    PDF

    Sharepoint

    Google Drive

Connect 50+ technical data sources

Deploy across docs, apps, and internal tools

  • Website

    Github

    Confluence

    Slack

    Notion

    Zendesk

    Salesforce

    Jira

    PDF

    Sharepoint

    Google Drive

Connect 50+ technical data sources

Deploy across docs, apps, and internal tools

  • Website

    Github

    Confluence

    Slack

    Notion

    Zendesk

    Salesforce

    Jira

    PDF

    Sharepoint

    Google Drive

Connect 50+ technical data sources

Deploy across docs, apps, and internal tools

  • Website

    Github

    Confluence

    Slack

    Notion

    Zendesk

    Salesforce

    Jira

    PDF

    Sharepoint

    Google Drive

Connect 50+ technical data sources

Deploy across docs, apps, and internal tools

Trusted by 200+ teams building complex technical products

Trusted by 200+ leading companies
with technical products

Ask AI

Docs

“Kapa cuts our time-to-value dramatically. Users onboard and convert faster.”

Jan Oberhauser

CEO

Documentation chatbot with AI IDE support (MCP for Cursor, VS Code)

Ask AI

Docs

“Kapa cuts our time-to-value dramatically. Users onboard and convert faster.”

Jan Oberhauser

CEO

Documentation chatbot with AI IDE support (MCP for Cursor, VS Code)

Ask AI

Docs

“Kapa cuts our time-to-value dramatically. Users onboard and convert faster.”

Jan Oberhauser

CEO

Documentation chatbot with AI IDE support (MCP for Cursor, VS Code)

Ask AI

Docs

“Kapa cuts our time-to-value dramatically. Users onboard and convert faster.”

Jan Oberhauser

CEO

Documentation chatbot with AI IDE support (MCP for Cursor, VS Code)

Ask AI

Docs

“Kapa cuts our time-to-value dramatically. Users onboard and convert faster.”

Jan Oberhauser

CEO

Documentation chatbot with AI IDE support (MCP for Cursor, VS Code)

WHO USES KAPA

Built for teams with complex technical products.

Built for teams with complex technical products.

Built for teams with complex technical products.

Built for teams with complex technical products.

Build consistent AI experiences across docs, support, in-product, and beyond.

SUPPORT & SOLUTIONS ENGINEERING

Deflect repetitive technical questions

Deflect repetitive technical questions

Deflect repetitive technical questions

Deflect tickets and assist agents with existing knowledge.

+%

Ticket deflection

Ticket deflection

DOCUMENTATION & EDUCATION

Add AI chat to docs and websites

Add AI chat to docs and websites

Add AI chat to docs and websites

Let users ask questions instead of searching docs or website pages.

+%

Answer accuracy

Answer accuracy

PRODUCT & ENGINEERING

Avoid DIY RAG and one-off copilots

Avoid DIY RAG and one-off copilots

Avoid DIY RAG and one-off copilots

Use one shared knowledge layer instead of maintaining custom RAG setups.

Use one shared knowledge layer instead of maintaining custom RAG setups.

Use one shared knowledge layer instead of maintaining custom RAG setups.

< week

To production

To production

INTERNAL ENABLEMENT

Reduce reliance on tribal knowledge

Reduce reliance on tribal knowledge

Reduce reliance on tribal knowledge

Make product knowledge available without relying on specific people.

Make product knowledge available without relying on specific people.

Make product knowledge available without relying on specific people.

+k

Questions answered

Questions answered

How it works

Connect knowledge once. Deploy everywhere.

Connect knowledge once. Deploy everywhere.

Connect knowledge once. Deploy everywhere.

Connect knowledge once. Deploy everywhere.

Grounded answers out of the box, reused across support, docs, and product.

Connect existing sources

50+ connectors for docs, code, tickets, and wikis.

Deploy across surfaces
Get grounded answers
See what's working
Connect existing sources
  • 50+ connectors for docs, code, tickets, and wikis.

  • ·

Deploy across surfaces
Get grounded answers
See what's working
Connect existing sources

50+ connectors for docs, code, tickets, and wikis.

Deploy across surfaces
Get grounded answers
See what's working

TRUST

AI that says "I don't know".

AI that says "I don't know".

AI that says "I don't know".

AI that says "I don't know".

One bad answer destroys trust. Kapa only responds when sources back it up.

Hallucination

How do I enable SSO?

Use the /api/v2/sso/init endpoint with your API key to initialize SSO...

Hallucination

How can I change my billing details?

You can change your billing details under your profile settings...

Hallucination

How do I get started with v5.3 of the Python SDK?

To get started with v5.3, first install the SDK package using pip or uv...

Hallucination

How do I enable SSO?

Use the /api/v2/sso/init endpoint with your API key to initialize SSO...

Hallucination

How do I enable SSO?

Use the /api/v2/sso/init endpoint with your API key to initialize SSO...

Hallucination

How can I change my billing details?

You can change your billing details under your profile settings...

Hallucination

How do I get started with v5.3 of the Python SDK?

To get started with v5.3, first install the SDK package using pip or uv...

Hallucination

How do I enable SSO?

Use the /api/v2/sso/init endpoint with your API key to initialize SSO...

Flagged:

Content Gap

How do I enable SSO?

I couldn't find SSO documentation. Here's our authentication guide which may help.

Flagged:

Content Gap

How can I change my billing details?

I'm not sure and would recommend reaching out to support@acme.com

Flagged:

Content Gap

How do I get started with v5.3 of the Python SDK?

The sources don't mention any v5.3 of the Python SDK. Perhaps you're thinking of v5.2?

Flagged:

Content Gap

How do I enable SSO?

I couldn't find SSO documentation. Here's our authentication guide which may help.

Flagged:

Content Gap

How do I enable SSO?

I couldn't find SSO documentation. Here's our authentication guide which may help.

Flagged:

Content Gap

How can I change my billing details?

I'm not sure and would recommend reaching out to support@acme.com

Flagged:

Content Gap

How do I get started with v5.3 of the Python SDK?

The sources don't mention any v5.3 of the Python SDK. Perhaps you're thinking of v5.2?

Flagged:

Content Gap

How do I enable SSO?

I couldn't find SSO documentation. Here's our authentication guide which may help.

"Kapa knows when it doesn't know. That's the difference. We tried other vendors and nothing came close."

"Kapa knows when it doesn't know. That's the difference. We tried other vendors and nothing came close."

Alex Garnett

Staff DevRel @ Temporal

PRE-BUILT INTEGRATIONS

Deploy in clicks, not sprints.

Deploy in clicks, not sprints.

Deploy in clicks, not sprints.

Deploy in clicks, not sprints.

Pre-built ways to deploy kapa.ai into existing tools and workflows.

Chat Widget

For docs, products & websites

MCP Server
SDK & API
Ticket Deflection
Internal Assistant
Slack Bot

Chat Widget

Embed an AI assistant into your docs, product, or internal tools with a simple snippet.

Chat Widget

For docs, products & websites

MCP Server
SDK & API
Ticket Deflection
Internal Assistant
Slack Bot
Chat Widget
  • For docs, products & websites

  • ·

MCP Server
SDK & API
Ticket Deflection
Internal Assistant
Slack Bot

Chat Widget

Embed an AI assistant into your docs, product, or internal tools with a simple snippet.

Chat Widget

For docs, products & websites

MCP Server
SDK & API
Ticket Deflection
Internal Assistant
Slack Bot

Chat Widget

Embed an AI assistant into your docs, product, or internal tools with a simple snippet.

CUSTOMER RESULTS

AI that actually delivers ROI.

AI that actually delivers ROI.

AI that actually delivers ROI.

AI that actually delivers ROI.

Reduced support load, faster onboarding, and fewer systems to maintain.

Jan Oberhauser

CEO

"Kapa cuts our time-to-value dramatically. n8n users onboard and convert faster."

+ million

user questions/year

Jan Oberhauser

CEO

"Kapa cuts our time-to-value dramatically. n8n users onboard and convert faster."

+ million

user questions/year

Jan Oberhauser

CEO

"Kapa cuts our time-to-value dramatically. n8n users onboard and convert faster."

+ million

user questions/year

Jan Oberhauser

CEO

"Kapa cuts our time-to-value dramatically. n8n users onboard and convert faster."

+ million

user questions/year

Travis Perkins

VP of Customer Experience

"Kapa directly impacts our topline revenue. Higher self-serve means faster sales cycles."

+%

self-serve rate

Travis Perkins

VP of Customer Experience

"Kapa directly impacts our topline revenue. Higher self-serve means faster sales cycles."

+%

self-serve rate

Travis Perkins

VP of Customer Experience

"Kapa directly impacts our topline revenue. Higher self-serve means faster sales cycles."

+%

self-serve rate

Travis Perkins

VP of Customer Experience

"Kapa directly impacts our topline revenue. Higher self-serve means faster sales cycles."

+%

self-serve rate

Dana Lawson

CTO

"Kapa lets our engineers stay focused building Netlify. We don't want to own more systems."

Zero

maintenance

Dana Lawson

CTO

"Kapa lets our engineers stay focused building Netlify. We don't want to own more systems."

Zero

maintenance

Dana Lawson

CTO

"Kapa lets our engineers stay focused building Netlify. We don't want to own more systems."

Zero

maintenance

Dana Lawson

CTO

"Kapa lets our engineers stay focused building Netlify. We don't want to own more systems."

Zero

maintenance

ANALYTICS PLATform

See what users are asking.

See what users are asking.

See what users are asking.

See what users are asking.

Track questions, find gaps, and see where answers fall short.

Coverage Gaps

Uncertain questions & content needs

Driver Installation Issues

142 uncertain questions

High Priority

Share

Firmware Update Errors

89 uncertain questions

Share

Bluetooth Pairing

54 uncertain questions

Share

USB-C Connection Issues

32 uncertain questions

Share

Mouse Connectivity Issues

23 uncertain questions

Share

View all 24 gaps

Coverage Gaps

Uncertain questions & content needs

Driver Installation Issues

142 uncertain questions

High Priority

Share

Firmware Update Errors

89 uncertain questions

Share

Bluetooth Pairing

54 uncertain questions

Share

USB-C Connection Issues

32 uncertain questions

Share

Mouse Connectivity Issues

23 uncertain questions

Share

View all 24 gaps

Coverage Gaps

Uncertain questions & content needs

Driver Installation Issues

142 uncertain questions

High Priority

Share

Firmware Update Errors

89 uncertain questions

Share

Bluetooth Pairing

54 uncertain questions

Share

USB-C Connection Issues

32 uncertain questions

Share

Mouse Connectivity Issues

23 uncertain questions

Share

View all 24 gaps

Coverage Gaps

Uncertain questions & content needs

Driver Installation Issues

142 uncertain questions

High Priority

Firmware Update Errors

89 uncertain questions

Bluetooth Pairing

54 uncertain questions

USB-C Connection Issues

32 uncertain questions

Mouse Connectivity Issues

23 uncertain questions

View all 24 gaps

Top Questions

Trending user topics

"G Pro X firmware update?"

+12%

"Windows 11 driver support"

+8%

"Bluetooth keeps dropping"

+5%

"Support for USB-C?"

+3%

"Bluetooth keeps dropping"

+1%

"Bluetooth keeps dropping"

+12%

Top Questions

Trending user topics

"G Pro X firmware update?"

+12%

"Windows 11 driver support"

+8%

"Bluetooth keeps dropping"

+5%

"Support for USB-C?"

+3%

"Bluetooth keeps dropping"

+1%

"Bluetooth keeps dropping"

+12%

Top Questions

Trending user topics

"G Pro X firmware update?"

+12%

"Windows 11 driver support"

+8%

"Bluetooth keeps dropping"

+5%

"Support for USB-C?"

+3%

"Bluetooth keeps dropping"

+1%

"Bluetooth keeps dropping"

+12%

Top Questions

Trending user topics

"G Pro X firmware update?"

+12%

"Windows 11 driver support"

+8%

"Bluetooth keeps dropping"

+5%

"Support for USB-C?"

+3%

"Bluetooth keeps dropping"

+1%

"Bluetooth keeps dropping"

+12%

Uncertainty

Insufficient content rate

%

0.5pts this month

Uncertainty

Insufficient content rate

%

0.5pts this month

Uncertainty

Insufficient content rate

%

0.5pts this month

Uncertainty

Insufficient content rate

%

0.5pts this month

Top Languages

User preference

English

82%

Japanese

8%

Spanish

4%

Portuguese

2%

Top Languages

User preference

English

82%

Japanese

8%

Spanish

4%

Portuguese

2%

Top Languages

User preference

English

82%

Japanese

8%

Spanish

4%

Portuguese

2%

Top Languages

User preference

English

82%

Japanese

8%

Spanish

4%

Portuguese

2%

Top Sources

Most cited knowledge

Support Articles

k

Product Manuals

k

Community For...

k

Documentation

k

Support Articles

k

Top Sources

Most cited knowledge

Support Articles

k

Product Manuals

k

Community For...

k

Documentation

k

Support Articles

k

Top Sources

Most cited knowledge

Support Articles

k

Product Manuals

k

Community For...

k

Documentation

k

Support Articles

k

Top Sources

Most cited knowledge

Support Articles

k

Product Manuals

k

Community For...

k

Documentation

k

Support Articles

k

Build vs Buy

Skip the hackathon graveyard.

Skip the hackathon graveyard.

Skip the hackathon graveyard.

Skip the hackathon graveyard.

Stop rebuilding AI infrastructure. Ship something that holds up in production.

For typical Deployment

Build In-House

With kapa.ai

Data connectors & ingestion

4-6 weeks

<1 hour

Data connectors & ingestion

4-6 weeks

<1 hour

Data connectors & ingestion

4-6 weeks

<1 hour

RAG pipeline & chunking

4-5 weeks

Included

RAG pipeline & chunking

4-5 weeks

Included

RAG pipeline & chunking

4-5 weeks

Included

AI/RAG/LLM model evaluations

2-3 weeks

Included

AI/RAG/LLM model evaluations

2-3 weeks

Included

AI/RAG/LLM model evaluations

2-3 weeks

Included

Analytics & monitoring

3-4 weeks

Included

Analytics & monitoring

3-4 weeks

Included

Analytics & monitoring

3-4 weeks

Included

MCP server & agent support

2-4 weeks

Included

MCP server & agent support

2-4 weeks

Included

MCP server & agent support

2-4 weeks

Included

Deployment modules

2-3 weeks

<1 hour

Deployment modules

2-3 weeks

<1 hour

Deployment modules

2-3 weeks

<1 hour

Testing & security

4-6 weeks

Included

Testing & security

4-6 weeks

Included

Testing & security

4-6 weeks

Included

Ongoing maintenance & AI improvements

2-4 AI Engineers

Automated

Ongoing maintenance & AI improvements

2-4 AI Engineers

Automated

Ongoing maintenance & AI improvements

2-4 AI Engineers

Automated

4-6 months

~30% reach production

~30% reach production

< 1 day

100% production ready

100% production ready

"Kapa is the only AI tool we trust that doesn't hallucinate. We've tried them all. It powers everything from docs chat to support ticket deflection to MCP servers."

"Kapa is the only AI tool we trust that doesn't hallucinate. We've tried them all. It powers everything from docs chat to support ticket deflection to MCP servers."

Shaun Struwig
Shaun Struwig
Shaun Struwig

Documentation Engineer @ ClickHouse

Documentation Engineer @ ClickHouse

Frequently asked questions

How long does setup take?

We start with a quick 30-minute consultation and platform walkthrough, then set you up with a 14-day free trial where we handle all the heavy lifting. Most customers are live in production within two weeks.

Book a demo →

How long does setup take?

We start with a quick 30-minute consultation and platform walkthrough, then set you up with a 14-day free trial where we handle all the heavy lifting. Most customers are live in production within two weeks.

Book a demo →

How does pricing work?

We offer flexible pricing based on your use case and usage volume.

See pricing →

How does pricing work?

We offer flexible pricing based on your use case and usage volume.

See pricing →

How accurate is kapa and how do you prevent hallucinations?

Kapa uses RAG to answer only from your sources, never from the open web, and says "I don't know" when it lacks sufficient information. Our analytics show you exactly where content gaps exist so you can improve over time.

Start with a free trial to test with your real questions-companies like OpenAI and Logitech trust us for this reason.

How accurate is kapa and how do you prevent hallucinations?

Kapa uses RAG to answer only from your sources, never from the open web, and says "I don't know" when it lacks sufficient information. Our analytics show you exactly where content gaps exist so you can improve over time.

Start with a free trial to test with your real questions-companies like OpenAI and Logitech trust us for this reason.

Why should I use kapa instead of building in-house?

Getting 70% of the way there is easy, but the last 30% (accuracy, analytics, avoiding hallucinations) takes 6+ months and ongoing maintenance as models evolve. We've spent 2+ years solving this so your engineers can focus on your core product.

Read more →

Why should I use kapa instead of building in-house?

Getting 70% of the way there is easy, but the last 30% (accuracy, analytics, avoiding hallucinations) takes 6+ months and ongoing maintenance as models evolve. We've spent 2+ years solving this so your engineers can focus on your core product.

Read more →

Is my data secure?

Yes. We're SOC 2 Type II certified with data encrypted at rest and in transit on Google Cloud. We have DPAs with all LLM providers (OpenAI, Anthropic) that prohibit training on your data. PII masking is available for sensitive sources.

Learn more →

Is my data secure?

Yes. We're SOC 2 Type II certified with data encrypted at rest and in transit on Google Cloud. We have DPAs with all LLM providers (OpenAI, Anthropic) that prohibit training on your data. PII masking is available for sensitive sources.

Learn more →

What data sources can you connect?

We support 50+ plug-and-play connectors including docs sites, GitHub, Slack, Discord, Zendesk, Confluence, Notion, and more. Sources refresh automatically on a weekly basis. If you have the data, we can ingest it.
See all data sources →

What data sources can you connect?

We support 50+ plug-and-play connectors including docs sites, GitHub, Slack, Discord, Zendesk, Confluence, Notion, and more. Sources refresh automatically on a weekly basis. If you have the data, we can ingest it.
See all data sources →

Can I use kapa to power my own AI agents?

Yes. You can add kapa as a tool call in your agentic workflows via our hosted MCP server or API. Your agent handles native actions (queries, mutations, workflows) while kapa provides accurate product knowledge, so users get answers without hallucinations.

Learn how →

Can I use kapa to power my own AI agents?

Yes. You can add kapa as a tool call in your agentic workflows via our hosted MCP server or API. Your agent handles native actions (queries, mutations, workflows) while kapa provides accurate product knowledge, so users get answers without hallucinations.

Learn how →

Do you offer an MCP server?

Yes. We offer a hosted MCP server that you can deploy in one click. Your users can connect it to Cursor, Claude, VS Code, or ChatGPT to query your docs without leaving their editor. Companies like Redpanda, Medusa, and Expo have shipped this to their developer communities.

Learn more →

Do you offer an MCP server?

Yes. We offer a hosted MCP server that you can deploy in one click. Your users can connect it to Cursor, Claude, VS Code, or ChatGPT to query your docs without leaving their editor. Companies like Redpanda, Medusa, and Expo have shipped this to their developer communities.

Learn more →

AI that actually knows your product

See how kapa.ai can transform your docs, support, and product experience.