Traditional test automation can't keep pace with microservice sprawl and daily deployments. Quali
Gen AI reimagines quality engineering as a continuous, intelligent mesh. Generative models learn business workflows from user stories and live telemetry, then write executable Gherkin and postman suites that hit 90 percent path coverage on day one. Self-healing locators track DOM mutations, eliminating brittle selectors. A policy layer injects security fuzzing, OWASP checks, and SBOM verification into every pipeline, turning Dev
Sec
Ops from aspiration to default. Real-time observability correlates front-end events with server traces, pinpointing root cause inside five minutes of an alert. Energy meters attach k
Wh to each test run, and suite-optimizer AI prunes redundant cases to cut carbon without losing defect detection. Enterprises deploying Quali
Gen AI have doubled release frequency, reduced escaped defects 70 percent, and documented a 35 percent drop in test-related energy use.
