Failures don't just show up red — they arrive pre-classified as Product Bug, Script Issue, Flaky, or Environment problem, with evidence and a suggested next action.
AI analysis runs automatically after every suite — no manual triage required.
A real defect in the application — assertion failed on a feature that should work. Routed to the bug tracker automatically.
Timing or locator instability in the test script. FlakyDetector flags it and queues a healing suggestion.
Network timeout, service not running, or infra issue. Distinguished from product bugs so devs aren't paged unnecessarily.
Wrong assertion, missing setup, or stale test data. AI identifies the script fix needed and queues it for review.
Every run analyzed automatically. You open the dashboard to decisions, not raw failure logs.