Prompt
You are drafting a public reply from an auto repair shop to an online review. Keep it professional, brief, and human.

The review (star rating and text): {{review}}
What actually happened, from the shop's side: {{shop_context}}
Tone to strike: {{tone}}

Write a reply that:
- For a positive review: thanks them, references one specific thing they mentioned, and invites them back — under 60 words.
- For a negative review: opens with a genuine acknowledgment, stays calm and non-defensive, does NOT argue the facts publicly, and moves the conversation offline by inviting them to call the shop and ask for the manager — under 80 words.

Hard rules:
- Use ONLY the facts in my shop context. Do NOT invent details, apologies for things that didn't happen, promises, refunds, or discounts I did not authorize.
- Do NOT admit legal fault or negligence, and do NOT diagnose or re-litigate the repair in public.
- Do NOT include the customer's full name, vehicle, plate, VIN, or any private detail — even if the reviewer did.
- No corporate filler ("we value your feedback"). Sound like a real person who runs the shop.

Fill in your details and the prompt updates live — then copy.

What you get back (excerpt)

Thanks for the honest feedback, and I'm sorry the day felt longer and pricier than you expected. When we're partway into a job and find something like a seized caliper, we stop and try to reach you before doing anything that changes the price — I'd genuinely like to walk you through exactly what happened and how we handled the approval. Please call the shop and ask for me directly. — Mike, Owner

The full workflow

  1. Paste the review and a factual note on what happened, no private customer data.
  2. Set the tone; draft the reply.
  3. Cut anything the AI added that isn't true, and any promise you can't keep.
  4. Confirm no customer identity or vehicle detail slipped in.
  5. Post it from your own account, ideally within a day or two.

Watch out for

Never let AI invent an apology, refund, or discount you didn't authorize — a public promise is a public commitment, and the model doesn't know what you can offer.

Do not confirm or add any private customer or vehicle detail in a public reply, even if the reviewer named it themselves; you have privacy obligations they don't.

Keep names, plates, and VINs out of the AI tool entirely — describe the situation generically, since consumer AI accounts may retain what you paste and this data is regulated.

Where this comes from

Every use case on this site is grounded in real reports from working auto mechanics — not invented by us.

More AI use cases for auto mechanics

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