AI customer feedback is overhyped at the macro level and underused at the workflow level. For a NZ auto repair shop, that gap is where the actual ROI lives – and where most of our work happens.
Auto repair shops · Applied AI
The version of AI customer feedback that auto repair shops still use a year after launch.
What AI customer feedback actually does
Every Google review, NPS survey, support ticket, and social mention pulled into one place – themed, scored, and ranked by impact. You finally see what customers actually complain about.
- 01 Pulls reviews from Google, Facebook, Trade Me, your forms
- 02 Auto-themes complaints and praise into trends
- 03 Alerts you to a bad review before it goes viral
- 04 Drafts public review responses in your voice
Built on: Claude Google Business API Trustpilot Vercel
Without Kiwi Dynamics
With Kiwi Dynamics
Sector reality
Auto repair shops need software built around their week, not against it.
- Mechanics quote from underneath a car and answer the phone from underneath a car, and one of those always loses.
- Booking, quoting, and parts follow-up are the admin layer that decides how many cars a workshop can turn over in a week.
How we build AI customer feedback for auto repair shops.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for a auto repair shop business, so value lands before the build is finished. AI review and feedback.
Talk to usThe outcome for auto repair shops
What changes for auto repair shops after this lands: the work that used to need a person stays done, the work that needs a person gets done with their attention undivided. Star ratings up ~0.4 in 90 days from faster, on-brand responses.
Not your typical AI agency.
Honest about what AI can and cannot do
Ships the one workflow that pays for itself
Hours given back, never the size of the invoice
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
Questions
FAQ
When does AI customer feedback actually pay back?
Inside the first quarter, in our experience. We pick the first slice specifically because it's the highest-leverage workflow for a auto repair shop – so the savings start landing before the rest of the build is finished.
How do you price AI customer feedback engagements?
Fixed-scope pilots first, then either project pricing or a small monthly retainer for the ongoing work. No long lock-ins, no 18-month black-box deals. Most auto repair shops are surprised how small the first cheque is.
Do you have proof this works for auto repair shops?
Direct case study: Star ratings up ~0.4 in 90 days from faster, on-brand responses. Happy to walk you through full numbers on a call.
Will this run on our own infrastructure?
Yes, where it makes sense. AI customer feedback can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Claude, Google Business API, Trustpilot, Vercel but the architecture supports your existing platform choices.
Get in touch
Talk to us about this
Tell us what you're trying to do and we'll reply with how we'd build it — no obligation.