> ## Documentation Index
> Fetch the complete documentation index at: https://docs.testdino.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Playwright Test Case AI Insights

> AI diagnosis with confidence scores and fix suggestions per test case.

<Callout icon="book-open" color="#3B82F6">
  **What you'll learn**

  * How AI classifies test failures with confidence scores
  * What recommendations and quick fixes are provided
  * How historical insights show recurring vs. new failures
</Callout>

<img src="https://testdinostr.blob.core.windows.net/docs/docs/test-runs/test-case/ai-insights.webp" alt="AI Insights panel showing failure category, confidence score, recommendations, and quick fixes" />

AI Insights explains why this test failed or was flaky and what to do next. Available for failed or flaky tests; includes confidence scores and recommended actions.

1. **Category and Confidence Score:** Current AI label with confidence. Update it through feedback.

2. **AI Recommendations:** Primary evidence and likely cause, linked to recent changes when relevant.

3. **Historical Insight:** Behavior across recent runs to show whether this is new or recurring.

4. **Quick Fixes:** Targeted changes to try first. Validate locally or in a branch.

<Warning>
  **Warning**

  These are AI-generated analyses and recommendations. Review and validate suggestions before implementing them. Use insights as guidance, not definitive solutions.
</Warning>

## Related

<CardGroup cols={3}>
  <Card title="Overview" icon="book-open" href="/platform/playwright-test-cases">
    Test case status and evidence
  </Card>

  <Card title="History" icon="clock-rotate-left" href="/platform/playwright-test-case-history">
    Track stability across runs
  </Card>

  <Card title="Test Runs" icon="play" href="/platform/playwright-test-runs">
    View all test executions
  </Card>
</CardGroup>