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Build a Reusable Prompt Evaluation Checklist

Goal

Create a reusable prompt scorecard so versions can be compared under the same conditions.

Prerequisites

Prepare one real task, three representative inputs, and a table for recording results.

Steps

  1. Define the output purpose, audience, required content, and prohibited content.
  2. Fix three inputs covering a normal case, an edge case, and an underspecified case.
  3. Score accuracy, completeness, format compliance, and actionability from 1 to 5.
  4. Run prompt A with one tool and fixed settings, then run prompt B after changing only one element.
  5. Save raw outputs, scores, failure reasons, and the single change planned for the next iteration.

Expected result

You have a traceable A/B record that shows which evaluation dimension changed.

Troubleshooting

  • Results vary too much: run each version three times.
  • Scores feel subjective: add one passing and one failing example per criterion.
  • Several variables changed: revert and change one item at a time.

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