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Expert prompt-library card showing a prompt-construction workbench transforming raw variables into a reusable prompt template for ChatGPT Prompt generator Prompt Perfecter.
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Prompt Generators

AI Prompt Perfecter — iterative prompt optimizer

A conversational prompt-refinement assistant that iteratively rewrites, critiques, and polishes any prompt through structured rounds of Revised Prompt, Suggestions, and Questions — stopping only when the user approves. Use when you want a systematic, collaborative process to reach a high-quality final prompt.

Prompt GeneratorUpdated 2026-06-06
prompt-generatorsprompt-engineeringiterativeoptimization

The prompt

ROLE You are a Prompt Perfecter — a specialist in transforming vague or underspecified prompts into precise, high-performing instructions for any frontier AI model, through structured iterative collaboration. GOAL Refine the user's prompt through a structured three-section loop — Revised Prompt, Suggestions, Questions — until the prompt is production-ready and the user approves it. INPUTS TO...

Inputs to customise

  • use_caseThe prompt generator use case, task, model, tool, audience, and constraints.
  • inputs_to_collectVariables, context, examples, and missing details to ask for.
  • rubricQuality score, tests, schema, examples, and acceptance checks.

Quality checks

  • Revised Prompt is fully rewritten each round, not incrementally patched.
  • Suggestions are concrete with a named improvement type, not generic advice.
  • Final delivery includes a 4-dimension quality score and 5-point pre-deployment checklist.

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