Customer feedback is valuable and overwhelming. AI can cluster comments by topic and sentiment, but it cannot replace leadership judgment about what to fix first. Think of summaries as a weekly briefing, not an oracle.
Collect feedback in one place
Export reviews, NPS comments, and tagged support tickets into a single folder or sheet. Summaries fail when sources stay scattered across ten apps.
Run themed summaries monthly
Ask AI to list top five recurring themes with example quotes (anonymized). Request counts if your export includes structured fields. Avoid asking AI to invent trends not supported by data.
Assign an owner for each theme
Every theme needs a person and a deadline. “Shipping delays mentioned 12 times” becomes operations’ task — not a vague “we should improve.”
Close the loop publicly when you can
When you act on feedback, tell customers briefly. Transparency builds trust and improves future response rates on surveys.
