AI Scores / Automotive

Automotive AI Scores
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AI Visibility Scores for Automotive Brands

Car buyers and enthusiasts ask AI engines for vehicle recommendations, dealership reviews, and maintenance advice. The automotive brands that get cited have strong entity data, review schema, and clear product information. See how auto brands score.

735,742
Brands Scored
3.7/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 735,742 Automotive Brands

AI-Ready8-10
<1%
135
Getting There6-7
5%
37,799
Needs Work4-5
53%
388,183
Not Discoverable0-3
42%
309,625

Only <1% of automotive brands are AI-ready.

The other >99% are being skipped by ChatGPT, Perplexity, and Google AI Mode.

Score your brand free

735,742 brands scored - page 7347 of 7,358

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Cargo

0.6/10
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Cargo

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Alice Langbrown

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Cargo

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PlaceHolder for bitgraphics.com

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PlaceHolder for klerner.com

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Cargo

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CWIRKS

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CAPTAIN BOB

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Cargo

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Hayden Relf

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Tatjana Adleőič

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GrayRED

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eyediah

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EZPROC

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PlaceHolder for komerex.com

0.6/10
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Emma Jurczynski

0.6/10
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Website Not Available

0.6/10
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Franky Carpenter

0.6/10
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encuentremeya

0.6/10
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Cargo

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Build With Poly

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ameliacampino

0.6/10
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Ays Alayat

0.6/10
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GW AutopeΓ§as

0.6/10
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Khanati Group

0.6/10
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Cargo

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isabellauliasz

0.6/10
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Cargo

0.6/10
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Manassas Consulting

0.6/10
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Cargo

0.6/10
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Ana MolΓ©s BarreroMarkMark

0.6/10
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Cargo

0.6/10
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Cargo

0.6/10
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Cargo

0.6/10
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Cargo

0.6/10
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ESS TEE == Leading Manufacturer and Exporter from India

0.6/10
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Cargo

0.6/10
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Asaero Treinamentos

0.6/10
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Cargo

0.6/10
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Cargo

0.6/10
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Sito privato

0.6/10
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Dave's This 'n That

0.6/10
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0.6/10
I

iw300

0.6/10
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Score your automotive brand free

Want to improve your AI visibility score?

Read: AEO guide for Automotive brands β†’

What an AEO score of 3.7/10 means for automotive brands

The average Automotive brand we've scored sits at 3.7/10. That means roughly <1% are positioned to be cited by ChatGPT, Claude, and Perplexity, while the remaining >99% are at risk of being skipped when AI engines answer customer questions.

Common AEO issues in automotive

  • Missing Organization JSON-LD with sameAs links to social profiles
  • No llms.txt file declaring the brand to AI crawlers
  • FAQ content rendered without FAQPage schema, so AI engines cannot extract it
  • robots.txt or Cloudflare WAF blocking GPTBot, ClaudeBot, or PerplexityBot
  • Thin About pages with no founder/team Person schema

How to improve your automotive AEO score

Run a free AEO score for your site and see exactly which signals are missing. The audit takes under a minute and the fix list ships as a one-click JSON-LD + llms.txt + robots.txt patch you can paste into any platform.

Automotive AI visibility by city

New York CityLos AngelesChicagoHoustonPhoenixPhiladelphiaSan AntonioSan DiegoDallasSan JoseAustinJacksonvilleSan FranciscoColumbusCharlotteIndianapolis

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