As of 13 August 2026, AI can improve your customer feedback survey questions.

What to actually do

1. Hand it to a person

   The route this page recommends

   A person who owns the outcome does this end to end, worth it when the failure is dear.

2. Do it yourself

   Second choice

   A chat interface, chat-fluent skill, and roughly 30 minutes until you can act on the result.

   How to actually do it

   1. Open the current survey in the tool where customers complete it and copy every question, response option, instruction and consent statement into a working document.
   2. Write down the decision the survey must support, the customer group, the survey channel, the maximum completion time and any measures the business must retain.
   3. Remove customer names, email addresses, order numbers and other unnecessary personal data, then paste the survey and your context into the prompt.
   4. Ask the chatbot to produce the revised survey, change table, response-scale recommendations, missing questions and remaining risks in separate sections.
   5. Compare each revised question with the original and your stated purpose, checking that it asks one thing, uses neutral wording and has response options that cover realistic answers.
   6. Ask a colleague who understands the customer journey to test the questions using recent customer scenarios and mark any wording they interpret differently.
   7. Run the revised survey with a small internal or permitted pilot group, compare completion problems and unexpected answers with the original, then make the final edits before publishing.

   Prompt

   Improve the customer feedback survey below for a UK business.
   
   Survey purpose: [what decision or customer experience you want to understand]
   Target respondents: [who will answer]
   Survey channel: [email, web, phone, in-product or other]
   Maximum completion time: [short, medium or long]
   Required measures: [for example satisfaction, likelihood to recommend, effort, complaint resolution or renewal intent]
   Business terms or facts that must remain accurate: [paste them here]
   Current survey:
   [paste every question, response option and instruction here]
   
   Return:
   1. A revised survey in the original order.
   2. A table with the original wording, revised wording and the reason for each change.
   3. A list of questions that are leading, double-barrelled, vague, repetitive, emotionally loaded or difficult to answer.
   4. Recommended response options and scales, with a short reason for each.
   5. Any important question that is missing for the stated purpose.
   6. A short list of risks that still need human judgement.
   
   Rules:
   - Preserve the survey purpose and required measures.
   - Use plain British English and a neutral, respectful tone.
   - Ask one thing per question.
   - Do not invent company facts, customer problems or research findings.
   - Do not add demographic questions unless they are necessary and explain why.
   - Keep any required NPS question on its standard 0 to 10 likelihood-to-recommend scale, but do not claim that NPS alone explains why customers feel that way.
   - Do not remove a question without explaining the trade-off.
   - If information is missing, ask focused questions rather than guessing.

   Open it prefilled in ChatGPT or Claude, or copy it into Gemini, which takes no prefill link.

3. Use a tool built for this

   The distant third