AI visibility by sector
AI visibility for garages: when ChatGPT picks your mechanic
Garages are the trust sector par excellence: the fear of overpaying or paying for unneeded work dominates every decision. So people ask the AI: “an honest garage in …?”, “where to get a clutch done without being ripped off?”. The assistants name addresses — the ones whose reputation for honesty is written down somewhere.
Reviews are the absolute currency here. AIs quote them almost verbatim: “known for transparent quotes”, “doesn't invoice unnecessary work”. Those sentences either exist in your reviews or they don't.
Test my AI visibility — freeThe questions AIs get about your trade
Real examples our audit tests (here for Liverpool):
- « What are the best car garages in Liverpool? Give me a list with your recommendations. »
- « Top 5 car garages in Liverpool in 2026. »
- « Which car garages in Liverpool have the best customer reviews? »
ChatGPT, Gemini and Perplexity answer these with names. The only question that matters: is yours one of them?
What AIs weigh before recommending
- Reviews that speak of honesty and quote transparency — the #1 criterion AIs repeat in this sector.
- Specialities by make or type (automatic gearboxes, hybrids, vans): queries are often “X specialist near me”.
- Displayed approvals and schemes (approved garage networks, manufacturer certifications) — seriousness proof cited in answers.
- Published price ranges for common jobs (service, brakes, clutch).
- A complete Google profile: services listed, workshop photos, exact hours, review replies.
Do this month
- Reply to every review, especially negatives, with facts.
- Publish common fixed-price jobs (service, pads) with indicative prices.
- List specialities and approvals as text on site and Google profile.
- Ask for a review after every job, suggesting they describe the work.
The directories that count
Sources answer engines consult for your sector:
FAQ
Do drivers really use AI to pick a garage?
Yes — precisely because the sector suffers a trust deficit. Asking an AI for “a reliable garage” feels neutral and conflict-free. Real phrasings: “honest garage in …”, “automatic gearbox specialist”, “cheap but serious garage”.
My garage has good Google reviews but the AI doesn't cite me — why?
The score alone isn't enough: you need descriptive content (detailed reviews, listed services, written specialities) and external presence (directories, local mentions). The Waseit audit identifies exactly which source you're missing versus the garages that do get cited.
What exactly does the Waseit audit measure for a garage?
Whether ChatGPT, Gemini and Perplexity cite you on your customers' typical questions, your position in their answers, the tone (recommended vs merely mentioned), the competitors named instead, and the sources they use — then a concrete action plan.