Prompt Optimizer: Before vs After Framework

Fluxo passo a passo

1. 1Capture the original prompt and classify missing fields.
2. 2Add role, context, constraints, and output format as fixed sections.
3. 3Shorten ambiguous language and convert wishes into testable requirements.
4. 4Compare output quality across two to three variants and keep the winner.

Checklist de execucao

• Original prompt baseline is saved.
• All structural sections are added.
• Ambiguous wording is replaced with explicit criteria.
• A/B variants are tested and documented.

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