AI-powered QA
AI QA services for flake-free,
sub-30 minute regressions
We layer AI on top of your Playwright/Cypress/API suites to self-heal tests, pick the right cases per change, and triage failures automatically.
Flake rate <2%Regression <30m90% critical-path coverage
Self-healing automation
AI updates selectors, waits, and assertions to keep suites stable as UI changes.
- DOM + visual anchors
- Auto-waits & retries
- Maintenance diff approvals
70% maintenance reduction
Smart test selection
Rank and run only impacted tests based on code diff + historical failures.
- Coverage delta mapping
- Failure clustering
- Risk-weighted ordering
<30m CI regression
AI triage & insights
LLM-assisted log parsing, duplicate detection, and severity suggestions for faster incident response.
- Auto-severity
- Duplicate grouping
- Owner suggestions
60% faster triage
Battle-tested accelerators
Drop-in components and workflows we install in week 1 to stabilize suites and cut runtime.
Playwright/Cypress self-heal layer
Test selection service (GitHub Actions)
Flake classifier + quarantine bot
Visual AI diff with noise filtering
Synthetic data generator for edge cases
Quality gate templates (SLOs, change-fail)
Ready for flake-free delivery?
We respond in 2 hours with a tailored plan for your stack and CI/CD. No obligation.