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.

735,762
Brands Scored
3.7/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 735,762 Automotive Brands

AI-Ready8-10
<1%
135
Getting There6-7
5%
37,801
Needs Work4-5
53%
388,194
Not Discoverable0-3
42%
309,632

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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735,762 brands scored - page 33 of 7,358

C

Connections Game NYT

6.7/10
N

Nextbase - United States

6.7/10
L

Légion Étrangère

6.7/10
B

Baby Care Advice

6.7/10
A

ANTHBOT-US

6.7/10
K

KBDfans® Mechanical Keyboards Store

6.7/10
C

CarFigures

6.7/10
E

elobau

6.7/10
V

Vivo Energy

6.7/10
S

SylvanSport

6.7/10
D

DeskPi Store

6.7/10
T

Thepackersmovers

6.7/10
V

veymax

6.7/10
W

We Buy Any Car USA

6.7/10
M

Modelon

6.7/10
C

Cybergibbons

6.7/10
F

FACUA

6.7/10
P

Pivotal

6.7/10
D

DoingItLocal

6.7/10
A

AACA Museum

6.7/10
G

Gt2i

6.7/10
S

SteamUnlocked

6.7/10
W

Wiby

6.7/10
S

SOBET88

6.7/10
B

Base

6.7/10
S

SuspensionLifts.com

6.7/10
O

Official U.S. Newsroom

6.7/10
T

The Motor Ombudsman

6.7/10
N

NetReputation

6.7/10
O

Obsessed Garage

6.7/10
V

Valmet Automotive

6.7/10
B

Bureau of Public Secrets website

6.7/10
C

CODIGO OCULTO

6.7/10
M

Motorionline.com

6.7/10
V

V12 Footwear Ltd

6.7/10
P

Patriots Limousine Service

6.7/10
T

The Ghost In My Machine

6.7/10
U

Universul.net

6.7/10
J

JDMBUYSELL™

6.7/10
E

EVO India

6.7/10
V

Venezianico

6.7/10
B

Bajaj Auto

6.7/10
T

The Mustang Source

6.7/10
A

Auto Dealer Today

6.7/10
W

Welcome to the British Columbia Utilities Commission

6.7/10
P

Pomona Swap Meet and Classic Car Show

6.7/10
S

Standing Well Back

6.7/10
H

Hélicoptères Guimbal

6.7/10
A

amsafebridport

6.7/10
A

Assetto Corsa

6.7/10
K

Ko-ken USA

6.7/10
T

Tank Historia

6.7/10
I

IndianOil

6.7/10
E

Eau de Space

6.7/10
W

Wask

6.7/10
C

Confortauto ES

6.7/10
L

Lucius Atelier

6.7/10
S

Starfish and Coffee

6.7/10
K

Kinetic Vehicles

6.7/10
C

Carlinkit Carplay Store

6.7/10
F

Friendscarrental

6.7/10
W

WEIZE

6.7/10
I

I Visionari

6.7/10
W

WattCycle-US

6.7/10
T

T-Launch

6.7/10
P

Peoplecert

6.7/10
C

Capra Audio

6.7/10
E

Electronic Visa services for +70 destinations

6.7/10
A

Aeromobil

6.7/10
F

F1 History

6.7/10
P

POLO Motorrad und Sportswear GmbH

6.7/10
Z

Zenvo Automotive A/S

6.7/10
C

Car Rental Malaga Airport and Marbella

6.7/10
O

OpenSynaps

6.7/10
M

Modern Driveline, Inc.

6.7/10
Z

Znanje

6.7/10
L

LABA7

6.7/10
V

Valet Connections DTW Parking

6.7/10
P

Public Storage

6.7/10
B

Blue Ocean Interactive Marketing

6.7/10
L

Local Locksmiths

6.7/10
I

Insurance Quotes - Get Multiple Auto Rates - Insurance Quotes

6.7/10
M

Mobile Mechanic Pros Of Kansas City

6.7/10
T

T38Fax

6.7/10
C

Corpus Christi Personal Injury Lawyers

6.7/10
E

Echo Limousine

6.7/10
L

LVRG Media

6.7/10
A

Auto Repair San Antonio | Auto Service Experts

6.7/10
S

Spaulding Injury Law

6.7/10
D

Driving-Tests.org

6.7/10
A

Alpert Schreyer Criminal Defense Attorneys

6.7/10
M

Movers.com

6.7/10
R

Rain-X - Outsmart the Elements

6.7/10
M

Morgan, Collins, Yeast & Salyer

6.7/10
J

Jacobson Law

6.7/10
A

Apostagolos

6.6/10
C

Clever Dude Personal Finance & Money

6.6/10
M

Metra Electronics

6.6/10
R

RB Racing

6.6/10
J

JPEG Optimizer

6.6/10
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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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