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.

735,765
Brands Scored
3.7/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 735,765 Automotive Brands

AI-Ready8-10
<1%
135
Getting There6-7
5%
37,802
Needs Work4-5
53%
388,195
Not Discoverable0-3
42%
309,633

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

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

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735,765 brands scored - page 7326 of 7,358

H

Hearts Rewilding

0.9/10
K

KONOKI

0.9/10
L

Legendary Automotive Inc

0.9/10
E

emg

0.9/10
C

Cyko KO Club

0.9/10
H

Heather Fouracre Illustration

0.9/10
K

K Bohn

0.9/10
C

Cargo

0.9/10
J

Jarrod Johnston

0.9/10
A

Alma Kim

0.9/10
A

Audrey

0.9/10
A

Audrey Law

0.9/10
E

Emma Sandral

0.9/10
C

Cargo

0.9/10
B

Bryan Muller

0.9/10
I

Innotexon

0.9/10
B

BechtPower

0.9/10
K

Katherine Pon

0.9/10
C

CorreAí

0.9/10
C

Cargo

0.9/10
F

Frankie Staples

0.9/10
C

Concrete Beach Motorsports

0.9/10
C

Cargo

0.9/10
L

Leon van Zyl — AI Engineer

0.9/10
W

Welcome to Crystal Care Grove!

0.9/10
D

DGN Trade Inc

0.9/10
C

Citimotors, Inc.

0.9/10
C

C&CR Auto Sales

0.9/10
A

Alto Mobile Wash LLC

0.9/10
K

kristofflamb.com

0.9/10
A

ARANSAS AUTO SALES LLC

0.9/10
H

Helmann Sentiero -

0.9/10
A

Alver's Auto Sales, LLC

0.9/10
C

Cargo

0.9/10
N

Narrow Path Automotive LLC

0.9/10
H

Hemisphere

0.9/10
C

Cecilia Cano

0.9/10
P

Página por defecto

0.9/10
C

Cargo

0.9/10
C

Cargo

0.9/10
F

Frismex

0.9/10
F

frisson citron

0.9/10
V

Vender auto, vender carro. Autos usados y nuevos en venta

0.9/10
B

Bob Beck's Garage

0.9/10
B

Bunni Archives

0.9/10
C

Clare Connell

0.9/10
D

Dash & Go Auto LLC

0.9/10
P

Priyanka 'Pri' Das

0.9/10
E

eassues

0.9/10
C

Cargo

0.9/10
G

Greetings Stranger! · HermitEngine

0.9/10
A

ARAFER TIRE

0.9/10
H

higeng

0.9/10
W

Welcome to Gulf Combined Co.

0.9/10
B

Benjamin Bartu

0.9/10
K

Kessler Auto LLC

0.9/10
C

Cargo

0.9/10
M

My Link in Bio

0.9/10
C

Cargo

0.9/10
K

Kwik Wheels LLC

0.9/10
B

Benoit Salvat

0.9/10
F

FUDLEY

0.9/10
E

eppihosting

0.9/10
C

Cargo

0.9/10
B

Bwuh Games

0.9/10
B

Bolts Auto Sales, LLC

0.9/10
A

Auto product Supplier

0.9/10
F

Fumaoo

0.9/10
E

ERC

0.9/10
B

Berner Novak

0.9/10
I

Irby Auto Sales

0.9/10
G

GK Auto & RV, LLC

0.9/10
H

Hughes Insurance

0.9/10
B

Byron Auto Group Inc

0.9/10
A

AZ POTOSINA |

0.9/10
J

Jessica Liebers

0.9/10
C

cliquenervoso

0.9/10
C

C&L Motors

0.9/10
E

ERIK LOFTEN

0.9/10
C

Cesar Orellana

0.9/10
E

erin beggrow

0.9/10
A

AMP

0.9/10
D

DBG Auto Brokers

0.9/10
P

Página por defecto

0.9/10
I

Iskander Amyatt

0.9/10
C

Cargo

0.9/10
C

Crimson Motors

0.9/10
J

Justin's Desktop

0.9/10
D

DEALER TRADE REQUEST

0.9/10
W

Welcome

0.9/10
C

Cargo

0.9/10
C

Cargo

0.9/10
H

Haggadol Civil & Marine Ltd

0.9/10
R

Redirecting...

0.9/10
G

GM AUTO

0.9/10
I

Ismagit

0.9/10
J

Jyotindra Idris

0.9/10
C

Calavian

0.9/10
C

Cargo

0.9/10
C

Cargo

0.9/10
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Score your automotive brand free

Want to improve your AI visibility score?

Read: AEO guide for Automotive brands →

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.

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