How do you measure whether a prompt is working well?

Measure prompt quality with both automated metrics and manual review. Automated metrics include task accuracy on a held-out test set, output format compliance, latency, and token cost. Manual review catches subtle failures like tone mismatches or factual drift that metrics miss. Iterate on prompts using real edge cases from production, not just easy examples. ---