The problem
Feedback piles up in reviews, emails and survey tools. Reading hundreds of comments is hard, so the useful patterns get missed.
Step by step
- Collect feedback from one period: reviews, survey answers, complaint emails.
- Remove names, emails and order numbers.
- Ask the AI to group comments into themes, with counts and example quotes.
- Check a few themes by reading the original comments.
- Choose one or two fixes and tell customers what you changed.
The prompt
Here are {number} pieces of customer feedback for {business name} from {period}.
Group them into themes. For each theme give: how many comments, whether it is praise or a problem, and 2 short example quotes.
Then list the 3 problems that seem to matter most and why. Do not invent comments.
Feedback:
{paste feedback}
Replace the {highlighted} parts with your details, or fill them in with the prompt builder.
Check before you use it
- Counts roughly match when you check.
- Quotes are real and not changed.
- One loud complaint is not treated as a trend.
Privacy
- Strip names and contact details first.
- Do not paste health or financial details customers mentioned.
Do’s and don’ts
Do
- Look at the same feedback every month or quarter.
- Share themes with your team.
- Close the loop: tell customers what changed.
Don’t
- Delete or hide negative feedback.
- Ask the AI to "find the positives" only.
- Treat AI counts as exact statistics.
When not to use AI for this
If feedback mentions safety, discrimination or legal threats, handle those individually, not as a theme.
Tools that can help
We are not paid by any of these companies, and we list well-known options, not a ranking. Features and plans change; check the provider’s site and its data terms before you sign up. See all AI tools by category.
Useful for
Retail shopsNonprofits and charitiesProperty managers and landlordsEvent planners and venuesRecruiters and staffing agencies
Tried this playbook? Rate it.
Tips from travellers
Used AI for Make sense of customer feedback? Share what worked. The first good one goes right here.
Share a tip
Questions from readers
Stuck on Make sense of customer feedback? Ask the geeks.