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Customer Service

Complaint & Review Response Assistant

Negative feedback can damage your reputation if it's answered badly, or ignored.

You get

A measured, professional response that protects the relationship and your reputation.

Who it's for
Owners who want to respond to criticism calmly and professionally.
When to use it
When you get a complaint or a negative review and need to respond well.
What it needs
  • The complaint or review text
  • What actually happened, from your side
What it produces
A calm, measured response draft that acknowledges the issue and offers a path forward, ready to review and send.
Files you receive
Three formats, so it works with whatever you already use:
  • Claude — Installable skill package (.zip). In Claude: Settings → Capabilities → Skills → Create skill → Upload a skill. Upload the ZIP without unzipping it, then turn the skill on.
  • ChatGPT — Custom GPT instructions (.md). In ChatGPT: create a new Custom GPT, then paste the instructions file into the Instructions field.
  • Universal — Copy-and-paste prompt (.md). Open the file, copy the whole thing, and paste it into a new chat with any AI assistant.
Time to first result
15 to 30 min per response, and a lot of stress

The owner says

"One star review: 'Crew showed up four hours late and nobody called.' What happened: the morning job ran long; we should have phoned ahead."

It hands back

PUBLIC REPLY — READY TO POST
"You're right, and I'm sorry — we were four hours late and you should have
gotten a call from us long before that. The morning job ran over and our
communication failed. That's on us. I'd like to make the visit right; I'll
reach out directly, and if you'd rather not hear from us I understand.
— [Owner], [Company]"

INTERNAL NOTE
Root cause: no mid-morning schedule check. Suggested fix: 11am dispatch
check-in — if any job is running >1hr over, every remaining customer gets a
call. Do not offer a discount publicly; make it personal and direct.

Illustrative example — not a customer result.

How it works

  1. 1Reads the complaint and your side of the story.
  2. 2Drafts a measured response that de escalates.
  3. 3Keeps you from admitting legal liability.
  4. 4Flags when a situation looks legal or threatening and should be escalated.

Catches what is slipping

Catches the complaint that needs a measured answer today.

ManualSweepConnectedoptionalScheduledoptional

You show it

Upset messages, complaints, and negative reviews, with source and date

What gets flagged

  • Flags anything reading as a complaint or negative review as urgent (default same business day)
  • Treats a public negative review as respond fast, measured
  • Escalates legal threats, injury, or liability claims to a professional, never answered

You review every draft. Nothing is ever sent to a customer automatically.

What you need to run it

You need an account with an AI assistant — Claude, ChatGPT, or another. Installing skills in Claude and creating Custom GPTs in ChatGPT both need those providers' paid plans; the copy-and-paste version works on any plan. See Anthropic's help center for what your plan includes. (Last verified 2026-08-02.)

Included inStarterCompletePart of the Take Better Care of Customers solution

Works well with

Customer Service5 to 15 min per email

Customer Email Responder

Repetitive customer email eats the day, the same questions, over and over.

You get

A drafted reply plus a couple of options, so you can answer in seconds instead of minutes.

  • Claude
  • ChatGPT
  • Universal

Example: An auto shop answering a turnaround time question

See how it works
Marketing10 to 15 min per request

Customer Review Request Generator

Happy customers would leave a review if asked, but nobody asks, so reviews are left on the table.

You get

A friendly review request message customers actually respond to, with your review link built in.

  • Claude
  • ChatGPT
  • Universal

Example: A car wash asking for a Google review after a full detail

See how it works