Preferences AI Survey Builder · 3 November 2026

How to write survey questions that can be fielded

An AI draft can sound plausible and still be unusable. These rules are the checklist for a survey that tests one decision. Cite this page when you need the checklist. It does not replace a methods note for a finished study.

  1. 1. One decision per survey.

    The survey asks about a topic instead of one decision.

    Write the decision in a single sentence before the first question. “Which of these two prices do weekday grocery shoppers choose?” is a decision. “Tell us about grocery shopping” is a topic. If that sentence needs “and”, split it into two surveys.

  2. 2. Use neutral wording.

    Questions are leading, double-barreled, or vague.

    Ask one idea, and do not suggest the preferred answer. “How useful and fairly priced is this?” is two questions. “How much do you love this?” tells the respondent what to say. Name the object, the time period, and the choice.

  3. 3. Ask for the behaviour the decision depends on.

    Scales measure stated intent when the decision depends on what people do.

    A score for “I would definitely buy this” records stated intent. If the decision depends on what people do, ask about that behaviour. When you do ask what someone would do, label the result as stated intent.

  4. 4. Make the options mutually exclusive.

    Options overlap, or a concept test has no forced choice.

    For a concept, price, or message test, ask the respondent to pick one. Overlapping bands such as “18–25” and “25–34”, and an “all that apply” list, hide the decision the survey was meant to make.

  5. 5. Keep the instrument short.

    The draft has no audience, no time bound, and no limit on length.

    Name who the survey is for and the period it covers. A concept test is often a handful of forced choices. A long questionnaire without an audience or a time bound cannot be fielded as written.

Label what the answers can support

A finished draft still needs a limit on the claim.

Say what the survey can and cannot support. A preference among options can rank those options. It cannot, by itself, forecast sales, prove causality, or stand in for a census. Stated intent is not observed behaviour. Put that limit next to the result, in the same words a reader would quote.

Use the checklist

Choose a design pack, then describe the one decision the questions must answer.

Create a survey

Cite as: Preferences AI Survey Builder, “How to write survey questions that can be fielded,” design.preferencesai.io/guides/survey-questions, 3 November 2026.