Can AI reply to a bad review of my business?

Yes. It writes a calm, public reply that owns what went wrong, doesn't argue, and moves the conversation private.

Verdict: Bot · AI does it well✓ Tested 2 times in Llama 3.3 70B · Oct 22, 2026Written for ChatGPT, Claude or Gemini

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Bot

01Why bot

  • Review replies need calm, and AI doesn't get defensive.
  • It follows a proven shape: thank, acknowledge, fix, move offline.
  • Future customers read the reply more than the review.
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02The prompt

Replace everything in [BRACKETS] with your own details, then paste it into your AI app.

prompt.txt
Write a public reply to this review of my business. Under 100 words.

The review: [PASTE]
What actually happened (facts only): [YOUR SIDE]
What I can offer: [e.g. a redo, a refund, nothing]
How they can reach us: [EMAIL OR PHONE FOR THE BUSINESS]

Rules: thank them, acknowledge the problem, say what we'll do, invite them to contact us privately. NEVER argue, blame, share private details about the customer, or offer something I didn't list.

03Steps

  1. Wait until you're calm.
  2. Paste the review and your facts.
  3. Post the reply, then follow up privately if they reach out.

04What can go wrong

  • Never share customer details publicly.
  • Don't offer incentives in exchange for changing a review; many platforms ban it.

05What to use

Any major AI chat app: ChatGPT, Claude or Gemini. The free tier works.

06Our test runs

2 runs, each with a different made-up sample. 1 of 2 passed every check.

Run 1 · Llama 3.3 70B · graded by GPT-OSS 120BOct 2, 2026Passed

The made-up sample:

  • [PASTE]I visited your bakery last Saturday and was really disappointed. The croissant I ordered was stale and the coffee was lukewarm. The staff seemed rushed and didn't apologize. I expected better quality for the price.
  • [YOUR SIDE]On Saturday we experienced an unexpected oven malfunction that affected several pastries, and a new barista was still learning the machine, leading to inconsistent coffee temperatures. Our team was handling a large rush.
  • [e.g. a redo, a refund, nothing]We’d like to offer you a complimentary pastry box and a fresh coffee on your next visit, or a full refund if you prefer.
  • [EMAIL OR PHONE FOR THE BUSINESS]Please contact us at hello@sunrisebakery.com or call (555) 123‑4567.
  • Thank the reviewer
  • Acknowledge the problem
  • State the offered compensation
  • Invite private contact
  • Reply under 100 words (64 words, counted by code)
  • Didn't make up details we never gave it

What came back (excerpt):

Thank you for sharing your feedback about your recent visit to our bakery. We apologize that our products and service did not meet your expectations.
Read the full answer
Thank you for sharing your feedback about your recent visit to our bakery. We apologize that our products and service did not meet your expectations. We'd like to make it right with a complimentary pastry box and fresh coffee on your next visit, or a full refund if you prefer. Please contact us at hello@sunrisebakery.com or (555) 123-4567 so we can discuss further.

Check the word count to stay under 100 words.

Run 2 · Llama 3.3 70B · graded by GPT-OSS 120BOct 22, 2026Passed with a catch

The made-up sample (a messier one):

  • [PASTE]I came here on Friday night and the service was super slow. The waiter forgot our drinks twice and the steak was cold when it finally arrived. We waited over an hour for the check. Not worth the price. Won't be coming back.
  • [YOUR SIDE]On that night we were short‑staffed due to a sudden illness, causing delays. The kitchen received the steak order late, and the server was assigned multiple tables, leading to the missed drinks. The check was processed after a system glitch.
  • [e.g. a redo, a refund, nothing]We’d like to offer a full refund for your meal and a complimentary dinner for two on a future visit.
  • [EMAIL OR PHONE FOR THE BUSINESS]Please email us at support@riverbendbistro.com or call (555) 842‑0198.
  • Thank the reviewer
  • Acknowledge the problem
  • State the offered remedy
  • Invite private contact
  • Response under 100 words (53 words, counted by code)
  • Made up details we never gave it

Details it made up: “Riverbend Bistro”

What came back (excerpt):

Thank you for sharing your experience at Riverbend Bistro. We apologize for the slow service and issues with your meal.
Read the full answer
Thank you for sharing your experience at Riverbend Bistro. We apologize for the slow service and issues with your meal. We'd like to make it right with a full refund and a complimentary dinner for two on a future visit. Please email us at support@riverbendbistro.com or call (555) 842-0198 so we can discuss further.

Watch for adding a business name not given in the prompt.

How each run works: we fill the prompt with a made-up sample, run it once in Llama 3.3 70B, and GPT-OSS 120B grades the answer against the prompt's own rules. Word limits are counted by code, and every quote flagged as made up is checked against the full answer. Your results can differ. How we test.

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