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AI Insights classifies failures across runs for a selected time period and environment. Use the category totals and pattern tables 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.

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Review failures

  1. Set Time range and Environment and keep them fixed for the review
  2. Read the category tiles for totals and top affected tests
  3. Open Persistent and Emerging patterns to prioritize

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Categories

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

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Failure patterns

Cross-run view grouped by cause. Filter by period and environment, then open the worst offenders. Columns: Test Name, Branch, Run IDs, Failures.

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Persistent Failures

Tests failing across multiple runs in the window. Persistent failures

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Emerging Failures

Tests that started failing recently and are appearing again. Emerging failures

AI Overview

All AI features and where they appear

Test Run AI Insights

Classification and patterns for one run

Test Case AI Insights

Per-test recommendations and quick fixes

Error Grouping

Cluster failures by message and stack