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Prompt optimizer guide

Control the AI Output Format (JSON, Tables, Lists)

Get consistent, parseable output by specifying the exact format, fields, and what to exclude.

Direct answer

To control the output format, state exactly what you want — JSON with named fields, a Markdown table, or a bullet list — plus any length limits and what to exclude (no preamble, no explanations). Provide a template or example of the format. Being explicit is what makes the output consistent and parseable.

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When to use this

  • You need machine-readable output like JSON.
  • The model adds chatty preambles you do not want.
  • You want the same structure every time for automation.

Steps

  1. Name the format: return valid JSON, a Markdown table, or a numbered list.
  2. List the exact fields or columns and their types.
  3. State exclusions: no preamble, no markdown fences, no commentary.
  4. Give a small template or example of the exact shape.
  5. Add a length or item-count limit if you need one.

Example

Rough prompt idea
summarize this review
Optimized prompt
Summarize the review below. Return only valid JSON, no preamble, in this shape:
{
  "sentiment": "positive | negative | neutral",
  "summary": "one sentence",
  "topics": ["..."]
}

Review: <paste review here>

Common mistakes

  • Without an explicit format the model defaults to prose; always state the shape.
  • For JSON, say 'return only valid JSON, no code fences or commentary' or you get extra text.
  • Give a template; describing the format in words alone is less reliable than showing it.

FAQ

How do I make ChatGPT return JSON?
Tell it to return only valid JSON with named fields, show the exact shape as a template, and say no preamble or code fences. An example of the structure is the most reliable approach.
How do I stop the model adding extra commentary?
State the exclusions explicitly: no preamble, no explanations, output only the requested format. Constraints on what NOT to include work as well as constraints on what to include.
Why is my output format inconsistent?
Usually the format is described vaguely or not at all. Provide a concrete template and constraints so the model has one clear shape to follow.

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