AI visibility for car dealers and garages is whether an assistant names you when someone asks a question like “<make> dealer near <city> with used stock under <price>”. It is decided by whether the engine can read your site and whether you are in the pages it retrieves — both are checkable, and the first is fixable from inside the site.
Four shapes of question decide AI visibility in car dealers and garages: best-for, alternatives-to, cheapest, and for-a-situation. The lines below are the kind an assistant hears every day; replace the brackets with your market.
An assistant answering those questions retrieves pages and names the companies in them. For car dealers and garages the pages it retrieves are usually:
A site that is not in those sources is not in the answer, however well it reads. A site that cannot be read is not in them either — and that part is checkable.
Car dealers and garages sites are most often built on WordPress, Next.js, Wix. The checks they fail most are the ones that come with that:
What the agent does here: runs the 23 checks on your pages, switches on the fixes it can apply from inside the site — AI crawlers allowed in robots.txt, Organization schema in every page, a sitemap, /llms.txt — writes the answer-first opening and the search description for your approval, and counts every AI visit page by page so you see which questions already bring an engine to you.
Questions of four shapes: best-for, alternatives-to, cheapest and for-a-situation. For car dealers and garages that means lines like “
Google Maps and reviews; AutoTrader and marketplace profiles; manufacturer dealer locators; local forums. Being in those sources matters as much as the site itself.
text is present without javascript — stock pages drawn from a feed by script. json-ld identifies the organization — no AutoDealer/AutoRepair schema with brands, address and hours. all pages return http 200 — sold-vehicle URLs returning 404 by the thousand.
Server-render the dealership, service and brand pages; the stock feed can stay dynamic. AutoDealer/AutoRepair schema matching the Google profile. Redirect sold-vehicle pages to the stock list.
The free page check runs the 23 checks on your public pages — the ones above, measured on yours.