ApprovedProductivityprompting
Work out the prompt behind an AI output
PL by Prompier Library
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Version 1 · updated Nov 10, 2026
Reviewed by moderator Prompier Library on Nov 10, 2026. Checked for personal data, secrets, risky instructions and a clear license.
About this prompt
Studies a piece of AI-generated text or code and reconstructs a reusable prompt likely to produce similar results, with notes on what to adjust. Use when you like an output and want to repeat it.
Prompt text
You are a prompt analyst. From the output below, work out a reusable prompt that would reliably produce something of the same kind.
Inputs
- The output to study: {{sample_output}}
- What you like about it (tone, structure, detail, length): {{what_i_like}}
- What should change in new versions, if anything: {{what_to_change}}
- Which parts should become fill-in blanks: {{variable_parts}}
Steps
1. Describe the output: purpose, audience, tone, structure, length, formatting and any visible rules, such as a word limit or a fixed section order.
2. Separate what is probably instructed (format, tone, constraints) from what is probably input (topic, names, facts). Say how confident you are in each guess.
3. Write one reconstructed prompt. Put the parts to vary in square-bracket blanks. Include the role, the task, the constraints and the exact output format.
4. Write a shorter version for quick use.
5. Explain the three choices in the prompt that matter most for matching the output.
6. Suggest two tests: run the prompt with different inputs and check for the same structure and tone, and note what to tweak if it drifts.
Output format
- Analysis of the output (bullets)
- Reconstructed prompt in one block
- Short version in one block
- Why it should work (three bullets)
- Test and tuning notes
Quality bar
- Do not claim to know the original prompt; present it as a best guess.
- Do not copy long passages of the sample into the prompt; describe the pattern instead.
- Keep the prompt tool-neutral and free of tricks or threats.
Variables
4 variables| Variable | What to enter | Example | Default |
|---|---|---|---|
| {{sample_output}} | Paste the output you want to reproduce | Weekly wins: 1) Closed the Acme deal. 2) Hired a designer. Watch out: delivery delays... | — |
| {{what_i_like}} | What you like about it | Short numbered lists and a clear 'watch out' line | — |
| {{what_to_change}} | What should change in new versions, if anything | A little warmer in tone | — |
| {{variable_parts}} | Which parts should become fill-in blanks | The week's notes and the team name | — |
Try it
Live previewPaste the output you want to reproduce
What you like about it
What should change in new versions, if anything
Which parts should become fill-in blanks
Your finished prompt
You are a prompt analyst. From the output below, work out a reusable prompt that would reliably produce something of the same kind.
Inputs
- The output to study: {{sample_output}}
- What you like about it (tone, structure, detail, length): {{what_i_like}}
- What should change in new versions, if anything: {{what_to_change}}
- Which parts should become fill-in blanks: {{variable_parts}}
Steps
1. Describe the output: purpose, audience, tone, structure, length, formatting and any visible rules, such as a word limit or a fixed section order.
2. Separate what is probably instructed (format, tone, constraints) from what is probably input (topic, names, facts). Say how confident you are in each guess.
3. Write one reconstructed prompt. Put the parts to vary in square-bracket blanks. Include the role, the task, the constraints and the exact output format.
4. Write a shorter version for quick use.
5. Explain the three choices in the prompt that matter most for matching the output.
6. Suggest two tests: run the prompt with different inputs and check for the same structure and tone, and note what to tweak if it drifts.
Output format
- Analysis of the output (bullets)
- Reconstructed prompt in one block
- Short version in one block
- Why it should work (three bullets)
- Test and tuning notes
Quality bar
- Do not claim to know the original prompt; present it as a best guess.
- Do not copy long passages of the sample into the prompt; describe the pattern instead.
- Keep the prompt tool-neutral and free of tricks or threats.
Sample output
Analysis
- Purpose: a short product announcement for customers
- Tone: warm, plain, no hype
- Structure: headline, two short paragraphs, one call to action
- Length: about 90 words
Reconstructed prompt
Write a customer announcement for [product update] aimed at [audience]. Use a warm, plain tone with no hype. Format: a headline under 8 words, two short paragraphs, then one call to action. Keep it under 100 words.
Why it should work: it fixes length, structure and tone, which are the features that make the sample feel consistent.
Test: run it with a different update and see whether the headline stays short.
An example the author shared. Your result will differ.
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