KelsusK-watch
AI-Powered Pipeline

Five Stages. Zero Surprises.

K-watch runs a continuous pipeline that monitors, plans, implements, reviews, and deploys integration updates — so your team never has to.

How K-watch Works

A five-stage pipeline that keeps your integrations running — without your team lifting a finger.

1

Continuous API Monitoring

K-watch's AI engine monitors every vendor API your integrations depend on — scanning changelogs, documentation updates, deprecation notices, and endpoint behavior changes.

  • Automated scanning of API documentation and changelogs
  • Endpoint behavior testing to detect undocumented changes
  • Deprecation timeline tracking and alerting
  • Change impact analysis across your integration portfolio
2

Automated Migration Planning

When a change is detected, K-watch generates a detailed migration plan — including the exact code changes needed, test strategies, and deployment approach.

  • AI-generated code diffs for each affected integration
  • Automated test case generation for changed endpoints
  • Risk assessment and rollback strategy
  • Timeline estimation based on change complexity
3

Expert Human Review

Every change gets reviewed by our engineering team — developers with 5+ years average tenure who understand the nuances that AI can miss.

  • No rubber-stamp reviews — every PR gets meaningful scrutiny
  • Developers own quality (no separate QA team)
  • Shift-left testing: code reviews catch issues early
  • Domain experts who understand your integration landscape
4

Safe Deployment

Changes ship through your CI/CD pipeline with limited blast radius rollouts — tested with friendly users first, then expanded to full production.

  • Integration with your existing CI/CD pipeline
  • Limited blast radius: canary → staged → full rollout
  • Automated regression testing at each stage
  • Instant rollback capability if issues are detected
5

Ongoing Maintenance

K-watch doesn't just react to changes — it continuously improves your integration codebase, reducing technical debt and improving resilience.

  • Proactive refactoring to reduce maintenance burden
  • Performance optimization across integrations
  • Security patching and vulnerability scanning
  • Monthly reporting on integration health and trends

Our Quality Philosophy

No traditional QA team. Developers own quality.

  • Developers test their own code — no QA backstop means more careful coding
  • Automated tests and CI/CD are mandatory, not optional
  • Shift-right: limited blast radius rollouts, test with real users first
  • Shift-left: meaningful code reviews on every pull request
  • Pre-release bug bash sessions for major changes

Integration Testing Maturity

1Immature

Can only test in production with real, billed objects

2Testable

Can add/remove test objects in production without billing impact

3Complete Sandbox

Full test environment that mirrors production behavior

See K-watch in Action

Book a discovery call to learn how K-watch can automate your integration maintenance.

For companies with 10+ integrations