QA Modernization: Making Test Results Useful to Release Decisions

QA programmes can produce many test runs without giving leaders a clear release signal. Structured release gates and explicit handling of flaky tests make the reporting easier to interpret. The useful output is a record of release risk, failed checks and unresolved uncertainty.