kaizen  ·  continuous improvement


An AI engineering agent that writes code, triages bugs, and ships PRs — all from Slack. Self-host in your VPC or use our managed cloud.

Request Early Access See it work →
// capabilities

What kAI actually does

No dashboards to learn. No prompts to memorize. kAI operates where your team already works.

💬

Lives in Slack, ships to GitHub

Your engineers describe what they need. kAI writes the code, opens the PR, and posts results back to the thread.

engineering-prod
JR
Jake R. 2:34 PM

@kAI investigate the 500 errors on /api/users

k
kAI 2:38 PM

Found root cause: getUserById() not handling null last_login

✓ PR #2847 opened → Ready for review
🔀

Opens PRs automatically

Production-ready code with tests, ready for review.

Open fix: null handling
kAI opened this PR
+ if (!user.last_login)
+ return null;

Runs your test suite

E2E tests, type checks, linting — before any human reviews.

$ npm run test
✓ 47 tests passed
→ Coverage: 94%
📡

Monitors infrastructure

Watches logs, tracks errors, alerts before incidents.

Error Rate
0.02%
P99 Latency
142ms
🔌

Connects everything

AWS, GitHub, Datadog, Sentry, Linear, Jira — plug in your stack.

Kaizen: Always improving

kAI learns from every interaction — your codebase patterns, your team's conventions, your architecture. It gets smarter with every PR reviewed, every bug triaged, every deployment. The kaizen principle: relentless, continuous improvement.

// integrations

Works with your stack

Connects to your infrastructure in minutes through modular skills.

Cloud
Source
Monitoring
Tickets
// how it works

Up in five minutes

Self-host in your VPC or use our managed cloud. Either way, you're up in five minutes.

01 —

Deploy to Slack

One OAuth flow. kAI joins your engineering channels and starts listening. No agents to install on developer machines.

02 —

Connect your tools

Point kAI at your GitHub org, AWS account, and monitoring stack. Integrations are modular skills — enable what you need.

03 —

Let it operate

kAI handles the repetitive, high-context work your senior engineers waste time on: triage, PR review, log analysis, test runs.

Most AI tools
add noise.
kAI removes it.
< 5 min

OAuth into Slack. Connect GitHub. Point at AWS. Done. No devops required.

Zero seats

kAI is infrastructure, not a per-user tool. One agent for your whole engineering team.

SOC 2

Self-host in your VPC or use our SOC 2 compliant cloud. Your data, your control.

And it keeps getting better. Every day, every deployment, every PR reviewed.

// see it work

kAI in action

A real conversation in Slack. kAI reads the logs, traces the bug, and opens the PR — in the same thread.

# engineering-prod · Slack
JR
kAI, investigate the 500 errors on /api/users from the last hour — it's spiking bad
k
On it. Pulling CloudWatch logs for /api/users (last 60 min)...

→ 847 errors found · 99.2% from a single code path
→ Tracing to commit a3f2c91 merged 73 min ago

Root cause: getUserById() not handling null when last_login is NULL in RDS — affects ~12% of users

→ Draft PR opened: github.com/withlink/api/pull/2847
→ Tests passing · No regressions · Ready for review
JR
that was 4 minutes. merging now
// early access

Get early access

kAI is in private beta with select engineering teams. Leave your work email and we'll reach out.

We'll never spam you. Expect one email, from a human.

改善