How many American automotive businesses are visible to AI?

Of 12 measured automotive businesses, 17 percent are named by AI engines, 67 percent are named occasionally, and 17 percent are never named. Measured live across seven answer engines, updated continuously.

AI visibility: American automotive businesses, ranked

Measured across 12 businesses · average AI visibility 44/100 · updated continuously · showing the top 6. When buyers ask AI for a automotive, these are the businesses it names most.

#	Business	AI visibility	Verdict
1	Cars R Us is this you? carsrustacoma.com	56	Barely visible
2	Maxx Autos Plus is this you? maxxautosplus.com	56	Barely visible
3	Eastvalleyautorebuild is this you? eastvalleyautorebuild.com	56	Barely visible
4	South Tacoma Auto is this you? southtacomaauto.com	51	Barely visible
5	Centralaveauto is this you? centralaveauto.com	40	Barely visible
6	Aamotors is this you? aamotors.net	27	Barely visible

The state of automotive AI visibility

Aggregated across 12 measured scans in this category (anonymised, includes community scans, never names).

Visible to AI

17%

Barely visible

67%

Invisible to AI

17%

Visibility score distribution

0–19

20–39

40–59

60–79

80–100

Average signal scores, where the category is weak

Quotable content

Brand recognition

Trust & credibility

Site health

Machine-readable info

AI-ready setup

The category's weakest signal is brand recognition (avg 45/100), the businesses that fix it first take the answers.

The names AI keeps saying

Across every scan in this category, these are the businesses the engines recommended most often:

South Tacoma Auto ×3Sabeti Motors Used Cars Trucks & Classics ×2Motors Northwest ×2Discount Tire ×2Bill Korum's Puyallup Nissan ×2

Where ChatGPT's citations come from

Measured from real ChatGPT answers to automotive questions, the sources those answers actually cite. Getting mentioned on these is how a business enters the answers.

reddit.com

840

en.wikipedia.org

653

indeed.com

368

bbb.org

361

glassdoor.com

166

Is your business on this list, or should it be?
This leaderboard is built from businesses we measured ourselves. Run the free 60-second scan to see whether ChatGPT, Claude, Perplexity and Google's AI name you, who they name instead, and where you'd rank here.
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Method. Found by AI asks ChatGPT, Claude, Perplexity and Google's AI the questions real buyers ask for each category, then measures which businesses the engines actually name. Scores are 0–100 point-in-time measurements; the index re-scans and grows automatically. Businesses listed here were selected and measured by us from public directories, scan your own site free to see where you'd rank. Queries and methodology are open: github.com/techhorizonlabs.