Good prompt engineers don't guess — they measure.
How to Evaluate Prompts
- Build a test set of 20+ representative inputs
- Define what "good" means (accuracy, format compliance, tone)
- Run both prompt versions against the test set
- Use a scoring rubric (1–5 on each dimension)
- Use AI to grade AI output at scale
Key Metrics
- Accuracy rate
- Format compliance rate
- Average output length vs target
- Cost per 1,000 outputs
Reference:
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