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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.

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    Website

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    Github

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    Confluence

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    Slack

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    Notion

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    Zendesk

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    Salesforce

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    Jira

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    PDF

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    Sharepoint

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    Google Drive

Connect any data source

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Deploy AI assistant anywhere

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    Website

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    Github

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    Confluence

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    Slack

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    Notion

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    Zendesk

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    Salesforce

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    Jira

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    PDF

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    Sharepoint

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    Google Drive

Connect any data source

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Deploy AI assistant anywhere

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    Website

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    Github

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    Confluence

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    Slack

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    Notion

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    Zendesk

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    Salesforce

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    Jira

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    PDF

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    Sharepoint

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    Google Drive

Connect any data source

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Deploy AI assistant anywhere

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    Website

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    Github

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    Confluence

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    Slack

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    Notion

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    Zendesk

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    Salesforce

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    Jira

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    PDF

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    Sharepoint

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    Google Drive

Connect any data source

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Deploy AI assistant anywhere

Powering AI for 200+ of the worlds best technical products

Trusted by 200+ leading companies
with technical products

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Ask AI

Docs

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

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Jan Oberhauser

CEO

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

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Ask AI

Docs

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

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Jan Oberhauser

CEO

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

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Ask AI

Docs

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

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Jan Oberhauser

CEO

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

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Ask AI

Docs

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

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Jan Oberhauser

CEO

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

WHO USES KAPA

Turn your knowledge into AI for every team.

Turn your knowledge into AI for every team.

Turn your knowledge into AI for every team.

Turn your knowledge into AI for every team.

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

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DEFLECT TICKETS WITH AI

Technical Support

Technical Support

Technical Support

Deflect tickets with AI answers in your form, and improve agent efficiency with copilots.

Deflect tickets with AI answers in your form, and improve agent efficiency with copilots.

Deflect tickets with AI answers in your form, and improve agent efficiency with copilots.

+%

Ticket deflection

Ticket deflection

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ADD AI CHAT AND MCP TO DOCS

Docs & Education

Docs & Education

Docs & Education

Give customers clear, cited AI answers and help them apply your docs to their use case.

Give customers clear, cited AI answers and help them apply your docs to their use case.

Give customers clear, cited AI answers and help them apply your docs to their use case.

+%

Answer accuracy

Answer accuracy

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BUILD AI AGENTS AND COPILOTS

Product & Engineering

Product & Engineering

Product & Engineering

Give your agents product context. Embed AI assistants anywhere in your app.

Give your agents product context. Embed AI assistants anywhere in your app.

Give your agents product context. Embed AI assistants anywhere in your app.

< week

To production

To production

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CONVERT MORE WEBSITE LEADS

Marketing

Marketing

Marketing

Turn website traffic into signups with AI that answers pre-sales questions.

Turn website traffic into signups with AI that answers pre-sales questions.

Turn website traffic into signups with AI that answers pre-sales questions.

+k

Questions answered

Questions answered

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How it works

From zero to production AI in hours.

From zero to production AI in hours.

From zero to production AI in hours.

From zero to production AI in hours.

One platform to build, monitor, and optimize all your AI experiences.

Connect any knowledge

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

Deploy anywhere
Get accurate answers
Track and optimize
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Connect any knowledge
  • 50+ connectors for docs, code, tickets, wikis, and more.

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Deploy anywhere
Get accurate answers
Track and optimize
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Connect any knowledge

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

Deploy anywhere
Get accurate answers
Track and optimize
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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.

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Hallucination

How do I enable SSO?

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

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Hallucination

How can I change my billing details?

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

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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...

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Hallucination

How do I enable SSO?

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

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Hallucination

How do I enable SSO?

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

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Hallucination

How can I change my billing details?

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

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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...

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Hallucination

How do I enable SSO?

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

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Flagged:

Content Gap

How do I enable SSO?

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

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Flagged:

Content Gap

How can I change my billing details?

I'm not sure and would recommend reaching out to [email protected]

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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?

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Flagged:

Content Gap

How do I enable SSO?

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

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Flagged:

Content Gap

How do I enable SSO?

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

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Flagged:

Content Gap

How can I change my billing details?

I'm not sure and would recommend reaching out to [email protected]

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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?

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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."

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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 integrations for website chat, MCPs, APIs, and more.

Chat Widget

For docs, products & websites

MCP Server
SDK & API
Ticket Deflection
Internal Assistant
Slack Bot
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Chat Widget

Embed a product-aware AI assistant directly into your documentation, Saas product, or marketing website with a simple snippet.

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Chat Widget

For docs, products & websites

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

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MCP Server
SDK & API
Ticket Deflection
Internal Assistant
Slack Bot
Image

Chat Widget

Embed a product-aware AI assistant directly into your documentation, Saas product, or marketing website with a simple snippet.

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Chat Widget

For docs, products & websites

MCP Server
SDK & API
Ticket Deflection
Internal Assistant
Slack Bot
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Chat Widget

Embed a product-aware AI assistant directly into your documentation, Saas product, or marketing website with a simple snippet.

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CUSTOMER RESULTS

AI that actually delivers ROI.

AI that actually delivers ROI.

AI that actually delivers ROI.

AI that actually delivers ROI.

Teams trust Kapa to power their most critical AI experiences.

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Jan Oberhauser

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CEO

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

+ million

user questions/year

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Jan Oberhauser

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CEO

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

+ million

user questions/year

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Jan Oberhauser

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CEO

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

+ million

user questions/year

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Jan Oberhauser

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CEO

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

+ million

user questions/year

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Travis Perkins

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VP of Customer Experience

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

+%

self-serve rate

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Travis Perkins

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VP of Customer Experience

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

+%

self-serve rate

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Travis Perkins

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VP of Customer Experience

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

+%

self-serve rate

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Travis Perkins

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VP of Customer Experience

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

+%

self-serve rate

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Dana Lawson

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CTO

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

Zero

maintenence

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Dana Lawson

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CTO

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

Zero

maintenence

Image

Dana Lawson

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CTO

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

Zero

maintenence

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Dana Lawson

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CTO

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

Zero

maintenence

ANALYTICS PLATform

Questions are insights.

Questions are insights.

Questions are insights.

Questions are insights.

See what's working, find content gaps, and improve your AI assistant by adding the docs that matter.

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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

Bluetooth Pairing

54 uncertain questions

Share

View all 24 gaps

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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

Bluetooth Pairing

54 uncertain questions

Share

View all 24 gaps

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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

Bluetooth Pairing

54 uncertain questions

Share

View all 24 gaps

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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

Bluetooth Pairing

54 uncertain questions

View all 24 gaps

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ROI Impact

Efficiency gains this month

h

Support saved

k

KB articles cited

%

Tickets deflected

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ROI Impact

Efficiency gains this month

h

Support saved

k

KB articles cited

%

Tickets deflected

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ROI Impact

Efficiency gains this month

h

Support saved

k

KB articles cited

%

Tickets deflected

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ROI Impact

Efficiency gains this month

h

Support saved

k

KB articles cited

%

Tickets deflected

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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%

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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%

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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%

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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%

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Uncertainty

Insufficient content rate

%

0.5pts this month

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Uncertainty

Insufficient content rate

%

0.5pts this month

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Uncertainty

Insufficient content rate

%

0.5pts this month

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Uncertainty

Insufficient content rate

%

0.5pts this month

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Uncertainty

Insufficient content rate

k

+12.4% vs last week

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Uncertainty

Insufficient content rate

k

+12.4% vs last week

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Uncertainty

Insufficient content rate

k

+12.4% vs last week

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Uncertainty

Insufficient content rate

k

+12.4% vs last week

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Top Languages

User preference

English

82%

Japanese

8%

Spanish

4%

Portuguese

2%

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Top Languages

User preference

English

82%

Japanese

8%

Spanish

4%

Portuguese

2%

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Top Languages

User preference

English

82%

Japanese

8%

Spanish

4%

Portuguese

2%

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Top Languages

User preference

English

82%

Japanese

8%

Spanish

4%

Portuguese

2%

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AI Auto Labels

Product topic routing

Audio Devices

(342)

Wireless

(215)

Gaming Devices

(189)

Streaming

(152)

Webcams

(78)

Speakers

(72)

Keyboards

(36)

Chargers

(14)

Other

(12)

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AI Auto Labels

Product topic routing

Audio Devices

(342)

Wireless

(215)

Gaming Devices

(189)

Streaming

(152)

Webcams

(78)

Speakers

(72)

Keyboards

(36)

Chargers

(14)

Other

(12)

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AI Auto Labels

Product topic routing

Audio Devices

(342)

Wireless

(215)

Gaming Devices

(189)

Streaming

(152)

Webcams

(78)

Speakers

(72)

Keyboards

(36)

Chargers

(14)

Other

(12)

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AI Auto Labels

Product topic routing

Audio Devices

(342)

Wireless

(215)

Gaming Devices

(189)

Streaming

(152)

Webcams

(78)

Speakers

(72)

Keyboards

(36)

Chargers

(14)

Other

(12)

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Top Sources

Most cited knowledge

Support Articles

k

Product Manuals

k

Community For...

k

Documentation

k

Support Articles

k

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Top Sources

Most cited knowledge

Support Articles

k

Product Manuals

k

Community For...

k

Documentation

k

Support Articles

k

Image

Top Sources

Most cited knowledge

Support Articles

k

Product Manuals

k

Community For...

k

Documentation

k

Support Articles

k

Image

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.

Build AI that actually reaches production. Stop rebuilding RAG infrastructure and spend your time building the AI features only you can build.

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

Focus on your product, not building AI infrastructure

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"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."

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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 →

Trusted by 200+ leading teams

Trusted by 200+ leading teams

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AI that actually knows your product

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

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Chat with a kapa expert →