# Review Questionable Training Examples

The system automatically analyzes all training queries and assigns a certainty rating between 0% and 100%. Queries with certainty below 70% should generally be reviewed.

### Understanding Certainty Ratings

* **70-100%**: High confidence, likely correct
* **Below 70%**: Low confidence, manual review recommended
* The "Review Low Certainty" button appears when low-certainty queries exist

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### Low Certainty Review Process

1. Click "Review Low Certainty" to open the review modal
2. For each low-certainty query, you'll see:
   * The original prompt and query
   * Certainty rating and analysis explaining the rating
   * Available actions

#### Review Actions

* **Delete**: Remove the problematic query
* **Edit**: Manually correct the prompt or query
* **Use AI Fix**:
  * If available: Click "View Fix" to see suggested corrections
  * If not available: Click "Generate Fix" to request AI assistance

#### AI Fix Review

When viewing an AI-suggested fix, you'll see:

* Original prompt
* Original query with identified issues
* Suggested corrected query
* Explanation of improvements
* Option to accept or reject the fix<br>

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