Survey Question Reviewer
Review survey questions before a small pilot
Survey Question Reviewer is an AI agent you set up in the ChatGPT or Claude you already use. Paste up to ten draft survey questions with their answer options, and it flags leading wording, double questions, overlapping ranges and missing options, then plans a small pilot with real respondents.
Pick your AI for the steps and the prompt
About each AI:ChatGPT WorkClaude app
Checked 29 Oct 2026. Not run by JuicyAgents yet. Written from each AI’s official docs; the example is illustrative.
Room booking survey, 2 questions flagged before the pilot
- Q1Praise, two concepts and missing route for non-usersFlag
- Q2Overlap at 2 and 4 and missing time periodFlag
- OwnerConfirm what is counted
- PilotAny proposed wording with real respondents
How it works
What it does for you, and what it leaves to you.
Survey writers can mix different research goals, while respondents encounter questions or answer choices that do not fit their experience. Clear-looking wording can still make the result hard to interpret.
An assistant may help spot wording problems and propose alternatives. It cannot certify validity, remove all bias or predict how real respondents will understand a question. Use an established question where it fits, expert review and a small cognitive pretest with real respondents. Pew Research Center describes repeated review and pretesting. Preserve validated or trend wording unless the research owner decides otherwise; smoother language alone is not proof of better measurement.
You stay in charge. The research owner approves the instrument and any change to established wording. Run a permitted pilot with appropriate participants and review their understanding before launching.
You get
- A question review table, proposed revisions and a short pilot-check plan
It never
- Publish a form, recruit people or collect answers
- Invent survey responses or synthetic participants
- Change locked or validated wording without flagging it
- Call a questionnaire validated or free of bias
The review it returns
The example above, in words.
Flag Q1’s praise, two concepts and missing route for non-users. Flag Q2’s overlap at 2 and 4 and missing time period. Ask the owner to confirm what is counted, then pilot any proposed wording with real respondents.
Settings
The setup prompt starts with the defaults, marked here.
Review depth
Get a review only, or also draft alternatives for the research owner to consider.
- Issues and questions (default)
- Suggested rewrites
Your working rules
Optional. The research goal, respondent group and any wording that must stay unchanged. Do not supply respondent identities or private answers.
Optional. Empty unless you fill it in.
Check the first result
Each setup page has a fictional exercise to paste first. A good answer to it meets all of these.
- Ease and speed are recognized as separate concepts.
- Members with no booking are considered.
- Overlapping ranges at 2 and 4 are flagged.
- No synthetic responses or validity guarantee appears.
- Removing an essential input causes a question or a blocked item, not an invented fact.
- Suggested rewrites preserve the research goal and flag changes that could break comparison with earlier results.
Questions people ask
- Is Survey Question Reviewer free?
- The setup guide and prompt are free. In Claude it works on any plan, including Free. ChatGPT Work on the web needs Plus, Pro, Business, Enterprise or Edu.
- Does it connect to my survey tool?
- It doesn’t connect to any survey tool. You paste the questions, answer options, required fields and skip rules as text, and it can’t test the live form.
- Will it rewrite my questions?
- Only if you choose Suggested rewrites. Otherwise it explains each concern and asks you a question. Wording you mark as locked, such as a validated scale, is flagged for expert review instead of edited.
- Does a clean review mean the survey is ready?
- No. A text review can’t prove that people will understand the questions. It plans a small pilot where real respondents explain each question in their own words, and reviews their notes when you paste them.
Have us set it up
Rather not set it up yourself?
We set up Survey Question Reviewer in your own accounts and the AI you already pay for, test it on your real work, and hand it over with a short walkthrough.
From $299
- Runs in your accounts; you own everything
- Tested before handover
- Money back if we can’t make it work