Playwright AI Failure Analysis Overview

AI Insights classifies failures across runs for a selected time period and environment. Use the category totals to pick what to fix first.

AI features are on by default. Toggle them in Project Settings → AI Features. Changes apply from the next test run.

Review failures

Category	Meaning
Actual Bug	Consistent failure that points to a product defect
UI Change	Selector or DOM change broke a step
Unstable Test	Intermittent failure that passes on retry
Miscellaneous	Setup, data, or CI issue outside the categories above

Each card shows the total and top-impacted tests with per-test counts. Platform map: AI Overview.

All AI features and where they appear

Classification for one run

Per-test recommendations and quick fixes

Cluster failures by message and stack