Your review reply is written for the next buyer, not the reviewer. Shoppers routinely read business responses alongside the reviews themselves when sizing up a company, so a defensive sentence costs sales for months. These 12 prompts hit the sweet spot: own it, address it, move on, then mine the positive reviews for the next sale.
TL;DR
- Paste any prompt below into ChatGPT (GPT-5.5), Claude (Sonnet 4.6), or Gemini 3.1 Pro, then drop the review in where it says
[paste]. - Replies are public and high-leverage: businesses that respond to reviews tend to earn more revenue than those that ignore them, and a constructive reply to a negative review can win back a reader the bad review would have scared off (data points below).
- Keep replies short and specific. Identical copy-paste responses can cost you reply privileges on the App Store and Google Play.
- You cannot reply to Amazon product reviews at all (see the platform table) — these prompts still draft the private buyer message and the internal note.
Where you can actually reply (as of June 2026)
Not every platform lets a seller answer publicly. Know the rules before you draft.
| Platform | Public reply? | Hard limits |
|---|---|---|
| Google Business Profile | Yes | No fixed character cap; ~24h response is the expected standard |
| App Store (App Store Connect) | Yes | 5,970-char limit; one reply per review; cannot edit — delete and re-reply |
| Google Play (Play Console) | Yes | No published char cap; reply via Ratings and reviews |
| Trustpilot / G2 / Capterra | Yes | Public reply on the review; flag for moderation if it breaks policy |
| Shopify / Etsy product reviews | Yes | Public reply under the product/shop review |
| Amazon product reviews | No (removed 2020–2021) | Reply only to seller feedback; use Contact Customer privately; report policy violations |
Both Apple and Google can revoke reply privileges for copy-paste identical responses, asking users to change a rating, or promotional language. So the prompts below force length limits and unique, specific wording.
Best for
- Google Business Profile (highest-leverage place to reply)
- App Store / Play Store reviews
- Trustpilot / G2 / Capterra
- Shopify / Etsy product and shop reviews
- Amazon: private buyer messages and internal triage (no public product reply)
1. Defuse a 1-star review
Below is a 1-star review. Write 3 reply variants: brief (50 words), medium (100), long (150). Each must: (a) acknowledge the specific issue in their words, (b) explain what happened without justifying, (c) invite them to resolve offline with a real channel (email/DM, not "contact us"). No "we are sorry you feel that way".
Review:
[paste]2. Reply to a fixable complaint
Review: [paste]. The complaint is fixable on our side and we have already deployed a fix / changed the SOP. Write a reply that: thanks them by first name, names the exact fix in plain language, dates it, offers a free reorder or refund, and closes with a follow-up commitment in 7 days. <=120 words.3. Reply to a not-our-fault complaint
Review blames us for something outside our control (carrier damage, wrong address entered by buyer, etc.). Write a tactful reply that: (a) acknowledges the frustration, (b) explains the cause without throwing blame at customer or carrier, (c) offers what we CAN do (replacement at our cost), (d) signals that we expect resolution. <=100 words.
Review:
[paste]4. Amplify a 5-star review
Glowing 5-star review below. Write a warm reply that: thanks them for the specific phrase they used (quote it), picks up on one detail to show we actually read it, and ends with a single low-pressure invite (referral link, waitlist, follow on socials) — never a hard upsell. <=80 words.
Review:
[paste]5. Convert a “would buy again” reviewer into a repeat customer
Reviewer mentioned they would buy again or recommend us. Write a reply that thanks them, names one related product or bundle they would likely want next (justify in one line), and includes a returning-customer code. Friendly, not pushy. <=90 words.
Review:
[paste]6. Reply to ambiguous / mixed 3-star reviews
Review is 3-star with mixed feedback. Write a reply that: (a) acknowledges the positive in one line, (b) acknowledges the negative in one line and names what we will look at, (c) asks ONE clarifying question we can act on. No defensive paragraph. <=90 words.
Review:
[paste]7. Reply to off-policy / inappropriate content
Reviewer wrote something off-policy (asks for price match, complains about an unrelated brand, posts personal data, etc.). Write a professional public reply that: redirects to the correct channel, does NOT engage the off-policy ask, and reads neutrally to other shoppers. Also draft a one-line internal note: should we report this review to the platform? <=80 words.
Review:
[paste]8. Reply to a competitor-comparison review
Reviewer compared us unfavorably to a named competitor. Write a reply that: acknowledges the comparison without naming the competitor back, owns the gap honestly if it is real, names what we do better that this reviewer might value, invites them to try the new version. No defensiveness. <=120 words.
Review:
[paste]9. Reply when the review is technically wrong about the product
Reviewer rated low based on a misunderstanding (used the product wrong, missed a feature, expected something we never claimed). Write a reply that: corrects the misunderstanding gently, points to the relevant doc / setting, offers a 1:1 walkthrough. Do not call them wrong. <=110 words.
Review:
[paste]10. Reply to a review that mentions a team member by name
Reviewer named a team member positively (or negatively). Write a reply that: passes the praise on by name and role, or — if negative — owns it as the company's responsibility, not the individual's. Mention the action taken internally without exposing the team member to the public. <=90 words.
Review:
[paste]11. Reply at scale with a customizable template
Below are 5 recent reviews of similar type. Generate ONE flexible reply template I can reuse: mark variable slots as [first name], [issue keyword], [fix or offer], [follow-up channel]. Then show the filled-in version for each of the 5 reviews. Each filled version must read uniquely — no copy-paste vibes (platforms penalize identical replies).
Reviews:
[paste]12. Triage a week of reviews into a reply queue
Below are this week's reviews (paste with stars + text). Bucket them into: (1) reply now publicly, (2) reply now AND escalate to support, (3) ignore (off-policy, spam), (4) follow up privately only. For each, output the bucket, one-line reason, and the draft public reply if applicable.
Reviews:
[paste]Why replying pays (June 2026 data)
- Responding to reviews is linked to roughly 18% more revenue than ignoring them, per BrightLocal’s Local Consumer Review Survey.
- A constructive reply to a negative review often wins back readers who would otherwise have walked — the reply converts future buyers, while the bad review alone would just cost them.
- Most consumers are more likely to choose a business that responds to its reviews, and many expect a response within days, not weeks.
- Yet plenty of businesses still skip negative reviews, so a fast, specific reply is an easy competitive edge.
Which model to use
Any current chat model handles these well. As of June 2026:
- ChatGPT (GPT-5.5) — strong default for tone control and word-count limits; the free tier works, Plus ($20/mo) removes throttling. See our ChatGPT beginner guide.
- Claude (Sonnet 4.6) — best when you paste a long batch of reviews for triage (prompts 11–12), thanks to its 1M-token context. Pro is $20/mo. See our Claude beginner guide.
- Gemini 3.1 Pro — handy if your reviews live in Google Business Profile and you already use Workspace. Google AI Pro is $19.99/mo.
Always paste the real review text — never let the model invent a complaint to answer.
Common mistakes
- Defensive / justifying replies that read worse than the original complaint.
- Generic “thanks for your feedback” copy-paste across every review — and on app stores it can cost you reply access.
- Replying publicly to something that should have been a private support ticket.
- Naming and shaming the carrier, supplier, or your own team member in public.
- Trying to “reply” to an Amazon product review — you can’t; use Contact Customer or report it.
- Ignoring the positive reviews — they are your highest-converting social proof.
FAQ
Can I reply to Amazon product reviews? No. Amazon removed public seller replies to product reviews in 2020–2021. You can reply to seller feedback (the purchase-experience rating), message eligible buyers privately via Contact Customer, and report reviews that break Amazon’s guidelines. Prompts 1–3 still draft the private message and the internal triage note.
How fast should I respond? Aim for under 24 hours on Google Business Profile and within a few days everywhere else. Most consumers expect a reply within days rather than weeks, and many businesses miss that window — so speed is a cheap differentiator.
Will copy-pasting the same reply get me in trouble? On the App Store and Google Play, yes — both can revoke reply privileges for identical, templated responses. Use prompt 11 to generate one template, then let the model fill it uniquely per review.
Should I reply to positive reviews too? Yes. They are read by future buyers and are your highest-converting proof. Use prompts 4 and 5 to thank specifically and add one low-pressure invite — never a hard upsell.
Is it OK to use AI for review replies? Yes, as long as the reply is accurate and you keep a human in the loop. Paste the real review, verify the facts (dates, fixes, offers) before posting, and never promise a refund the model invented.
Related
- Customer service prompts
- Product description prompts
- Email writing prompts
- Brand voice prompts
- BrightLocal Local Consumer Review Survey (external)
Tags: #Prompt #E-commerce #Review reply