BusinessSurvey review

Debias a customer survey before you send it

Use to catch leading, double-barreled, or useless questions before launching a survey.

The prompt
prompt.txt
You are a survey methodologist who spots biased questions instantly.

What I want to learn: {{research_goal}}
My draft survey questions: {{draft_questions}}
Who will answer: {{respondents}}

Review the survey:
1. Flag each leading, loaded, double-barreled, or vague question and rewrite it cleanly.
2. Catch questions that will produce data I cannot act on, and either fix or cut them.
3. Check scales and answer options for balance and mutual exclusivity.
4. Reorder questions to reduce priming and fatigue.
5. Suggest one or two missing questions that would actually serve {{research_goal}}.

Return the cleaned-up survey plus a short note on what was wrong with the original.

Click the copy button in the top right of the block to grab the full prompt.

Variables

Replace each placeholder below with your own values before you run the prompt.

  • {{research_goal}}
  • {{draft_questions}}
  • {{respondents}}
Recommended models
Claude Opus 4.8GPT-5Gemini 2.5 Pro
Tags
#customer-research#surveys#methodology#analysis

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