AI Mention Rate
Whether your shop appears in tested AI-style auto service searches.
AgentFound public page
Find out whether AI search agents recommend your auto repair shop for brakes, tires, oil changes, diagnostics, detailing, collision repair, and urgent service.
Auto repair searches are urgent, local, and service-specific. Customers want trust, availability, specialization, and a clear next step. If your public presence does not clearly connect your shop to those services, AI systems may surface a competitor that looks easier to recommend.
Whether your shop appears in tested AI-style auto service searches.
How often AI agents include your shop as a suggested option for the jobs you handle best.
Which shops appear when yours does not — and what they have in common.
Whether AI systems correctly describe your services, specialties, location, hours, and booking path.
Auto shops often get skipped when service categories are unclear, specialty services are not supported by dedicated pages, hours or booking paths are inconsistent, reviews mention services the website does not, or directory listings do not match the shop's actual positioning.
A shop may be great at repairs and still be hard for AI agents to confidently classify.
No. It also works for tire shops, detailing, collision repair, smog shops, transmission shops, and specialty mechanics.
That helps, but AI-generated recommendations are a different visibility layer. This audit checks whether agents include you in the answer.
Yes. The audit can test urgent-intent prompts like “open now,” “same day,” and “near me” searches.