ChatGPT prompts for replying to customer reviews, good and bad
Copy-ready prompts for answering online reviews with ChatGPT or Claude: thank-yous, complaints, unfair reviews and short replies that sound like you, not a robot.
By Learn2Prompt · Updated October 25, 2026 · 6 min read
If you run a shop, restaurant, salon, or any small business, you know the feeling. A new review lands and you have to answer it, ideally well, ideally today. The good ones are easy to feel and hard to word without repeating yourself. The bad ones sting, and a reply written while annoyed rarely helps.
AI chat tools are very good at this job, as long as you give them the facts and your voice. Below are prompts for the common situations. Replace the [blanks] with your own details.
Bad vs. good: the same review, two requests
Weaker prompt
Reply to this review: "Waited 40 minutes and the food was cold."
Stronger prompt
Write a reply to this 2-star review: "[paste review]". I own a [small cafe]. Be sincere, apologize for the wait without making excuses, say we're looking at our busy-hour staffing, and invite them to contact me at [email] so I can make it right. Warm and calm, under 70 words, no corporate phrases.
Why it worksThe first gives the AI nothing to work with, so you get a stiff, generic apology. The second says who you are, what you want to say, how it should sound and how long it should be. Only include things that are true.
1. Thank a happy customer
Copy-ready prompt
Thank-you reply
Write a short reply to this positive review: "[paste review]". I run [type of business]. Thank them by mentioning one specific thing they said, sound warm and genuine, and invite them back. Under [50] words. Avoid "valued customer" and exclamation overload.
Fill in the [blanks], then paste into Claude or ChatGPT (free account). Leave out account numbers and addresses.
2. Answer a fair complaint
Copy-ready prompt
Reply to a fair complaint
A customer left this review: "[paste review]". What actually happened, as far as I know: [your honest version]. Write a public reply that acknowledges their experience, apologizes for the specific problem, states what I'm doing about it: [your fix], and offers to continue offline at [email or phone]. No excuses, no defensiveness, under [80] words.
Fill in the [blanks], then paste into Claude or ChatGPT (free account). Leave out account numbers and addresses.
3. Handle an unfair or angry review
Copy-ready prompt
Calm reply to an unfair review
This review feels unfair: "[paste review]". Facts I can state calmly: [facts]. Write a professional public reply that doesn't argue or blame, politely clarifies the facts, and shows future readers I take feedback seriously. Remember that most people reading are potential customers, not the reviewer. Under [90] words.
Fill in the [blanks], then paste into Claude or ChatGPT (free account). Leave out account numbers and addresses.
Before you post anything written in a hurry, read it as a stranger would. A good reply to a harsh review often wins more trust than a five-star one.
4. Vent first, then rewrite
Copy-ready prompt
Turn my angry draft into a good reply
Here's my first, honest, angry reply to a review: "[your draft]". Rewrite it into a calm, professional version that keeps the real facts but removes anything defensive or personal. Then tell me in one line what you changed.
Fill in the [blanks], then paste into Claude or ChatGPT (free account). Leave out account numbers and addresses.
This is one of the best uses of AI: you get the frustration out privately, and the public version comes out clean.
5. A reply with no details
Copy-ready prompt
Reply to a vague review
Someone left a [1-star] review with no details: "[paste review]". I can't find a matching customer. Write a brief, polite reply that thanks them, says I'd like to understand what went wrong, and invites them to contact me at [email]. Don't claim anything happened that I don't know.
Fill in the [blanks], then paste into Claude or ChatGPT (free account). Leave out account numbers and addresses.
6. Make a reply sound like you
Copy-ready prompt
Match my voice
Here are three replies I wrote before, so you can learn my style: "[reply 1]", "[reply 2]", "[reply 3]". Using the same tone and sentence length, write a reply to this review: "[paste review]". Key points to include: [points].
Fill in the [blanks], then paste into Claude or ChatGPT (free account). Leave out account numbers and addresses.
Giving examples is called few-shot prompting, and it's the fastest way to avoid the generic AI sound. Our few-shot prompting guide explains it.
7. Build a reusable reply bank
Copy-ready prompt
Reply templates
I own a [business type]. Write [5] short reply templates I can adapt: one for praise, one for slow service, one for a wrong order, one for price complaints, one for a no-detail bad review. Put [blanks] where I should add specifics. Each under [60] words.
Fill in the [blanks], then paste into Claude or ChatGPT (free account). Leave out account numbers and addresses.
Templates are a starting point only. Customers notice copy-pasted replies, so always add one real detail.
8. Reply to a review that mentions a staff member
Copy-ready prompt
Reply that names a team member
This review praises [staff member's first name]: "[paste review]". Write a reply thanking the customer and passing the compliment along to [name] and the team. Keep it genuine, under [50] words, and don't add details that aren't in the review.
Fill in the [blanks], then paste into Claude or ChatGPT (free account). Leave out account numbers and addresses.
9. A short reply for a busy day
Copy-ready prompt
Quick one-liner
Give me [3] different one-sentence replies to this review: "[paste review]". Each should feel personal and different from the others, with no stock phrases.
Fill in the [blanks], then paste into Claude or ChatGPT (free account). Leave out account numbers and addresses.
A simple weekly routine
Set aside ten minutes once or twice a week. Paste each new review into your prompt, add one true fact, and ask for a draft. Edit, post, done. Keeping a short note of your usual fixes, such as "we've added a second cashier at lunch", means your replies stay consistent and honest. Over time, the replies themselves become part of how new customers decide whether to trust you, which is why a little care here pays back.
Why this works
The AI doesn't know your business, the customer, or what really happened. When you supply the review, the facts, your fix and your tone, it only has to arrange words, which it does well. Stating what you want to say, rather than "reply to this", is the core of the prompt formula. For more on pointing the AI at a role, see role prompting.
ChatGPT vs Claude for review replies
Both write perfectly usable replies. In our experience Claude often sounds a little more measured and ChatGPT a little more upbeat, but this varies by version and by how you prompt, so try your review in both and keep the one that sounds like you. Either way, you decide what's true: never let the AI promise a refund, a policy or a fact you haven't checked. More on that in stopping AI from making things up.
A few cautions
Leave out private details. Don't put a customer's full name, order details or health information in a public reply. See what's safe to share with AI.
Check each platform's rules. Google, Yelp and others have their own policies on replies and on reporting fake reviews.
Read it aloud once. If it doesn't sound like you, edit it.
Many owners aim to answer most of them, especially negative ones, because future customers read the replies. A short, sincere thank-you is enough for positive reviews.
Can ChatGPT write a reply to a bad review?
Yes. Paste the review, add the true facts and your fix, and ask for a calm reply with a word limit. Always edit before posting.
Will AI replies sound robotic?
They can if the prompt is thin. Give examples of your own past replies and ask it to match your style, and avoid generic phrases.
Should I argue with an unfair review?
Usually it's better to stay calm, state the facts briefly and invite them to talk offline. Readers judge you by tone.