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AI visibility for auto repair shops: are you in the answer?

Your customers stopped searching and started asking. When they ask an AI assistant who to hire, the machine gives one answer with two or three names in it — and the rest don't exist.

What actually happens today

“Who's a trustworthy mechanic in Raleigh, NC?”

It named Creech Import Repair, Choice Auto Repair, King's Auto Service — and nobody else. Every other business in that market was absent from the answer.

We asked ChatGPT this on October 7, 2026. We ask again every morning.

From our real audits: Across every business we have audited — ours included — only one has ever been named organically when a buyer asked for a recommendation. Best score so far: 37.6 out of 100.

What Vaunted does about it

Get Read. Get Named. Get Chosen. The machines read you, then they name you, then customers choose you — that’s how you get wanted.

AuditWe ask the AI engines the questions your customers ask, and grade every answer: mentioned, how high, in what tone, and who beat you.
FixWe repair what the machines read — structured data, buyer-question content, review presence, index submissions — so the machines have something to name you for.
MonitorAI answers shift constantly. We keep asking and alert you the week anything slips.

Start with a free snapshot of what the engines say about your auto repair shop — the full audit is $79 if you want the complete picture.

See what AI says about my business

AI visibility guides for other local businesses: Plumbers · HVAC · Electricians · Roofers · Landscapers · Contractors · Dentists · Vets · Salons · Restaurants & bakeries · Med spas · Wedding pros · Shops & makers · Vaunted home