How should you prompt AI to write responses to negative product reviews

The Prompt

Draft a public response to this negative review: [paste review]

What actually happened (if known): [context — shipping delay, product defect, misunderstanding, etc.]
What we're offering to make it right: [refund/replacement/discount, or "reach out directly to resolve"]

Tone: acknowledge the specific complaint (don't sound defensive or scripted), keep it brief, and move detailed resolution to a private channel.

Why This Prompt Works

Public review responses are read by future customers more than by the original reviewer, so a response that acknowledges the specific complaint by name and moves resolution offline reads as competent to that wider audience — a generic “we’re sorry you feel that way” response reads as dismissive and often does more reputational damage than the original review.

How to Customize It

Reference the actual specific issue from the review rather than a generic apology — copy-paste-looking responses are easy for readers to spot and read as insincere. If the review points to a genuine, fixable problem (a sizing issue, a packaging flaw), consider noting briefly that it’s been addressed, since that reassures other readers weighing the same purchase.

Common Mistakes to Avoid

Don’t get defensive or dispute the reviewer’s account publicly, even when the complaint seems unfair — that plays worse to onlookers than simply acknowledging the frustration and offering a path to resolution. Also avoid a response so generic it could apply to any review; specificity is what distinguishes a genuine response from a templated one to readers scanning past.

Bottom Line

The response that protects brand reputation acknowledges the specific complaint briefly and moves detailed resolution to a private channel — not a generic apology, and not a public dispute.