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.

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735,742 brands scored - page 22 of 7,358

T

The Weekly Driver

6.8/10
K

Kiive Audio

6.8/10
G

GOTRAX

6.8/10
T

TV Zone UK

6.8/10
M

Monarc VIP

6.8/10
O

Onco Especializados

6.8/10
M

Michigan Auto Law

6.8/10
A

AmTech International

6.8/10
F

First National Bank of Absecon

6.8/10
A

AutoInsurance.org | Compare Cheap Online Auto Insurance Quotes

6.8/10
J

JDMBUYSELL™

6.8/10
S

Steinberg Law Firm

6.8/10
V

Vanishing Pressure Wash

6.8/10
O

OnderLaw

6.8/10
N

NetReputation

6.8/10
F

Freeman & Freeman, LLP

6.8/10
B

Brown & Crouppen

6.8/10
S

SES Research Inc.

6.8/10
P

Private Imaging Center, Heart, Lung, Full Body Scan & Virtual Colonoscopy Phoenix, Scottsdale, Fountain Hills AZ & Tampa FL

6.8/10
M

Montana Capital Car Title Loans

6.8/10
R

RacingJunk Classifieds

6.7/10
J

JLR Corporate Website

6.7/10
T

Toyota EU

6.7/10
D

Diari de Tarragona

6.7/10
B

BENTO123

6.7/10
N

New Homes & Communities in FL, AL, NC, GA, MS & TX

6.7/10
F

Fanttik

6.7/10
J

JASPER® Engines & Transmissions

6.7/10
H

Himiway Bike

6.7/10
C

Car

6.7/10
M

Madison Courier

6.7/10
C

CudaJet

6.7/10
C

Calgary Co-op

6.7/10
K

kr.yema.com

6.7/10
N

NotiCel - La verdad como es - Noticias de Puerto Rico - NOTICEL -

6.7/10
S

S&B

6.7/10
H

https://SelfStorage.com

6.7/10
N

NSA Storage

6.7/10
L

LITEAPKS.COM

6.7/10
S

Sludinājumi

6.7/10
A

Autopunditz

6.7/10
M

Motherfucking Website

6.7/10
H

Hennessey Performance

6.7/10
E

Early Rider® EU

6.7/10
C

Caitlyn Minimalist

6.7/10
S

SKB Cases

6.7/10
R

Ryder Toys

6.7/10
M

Mattress Insider

6.7/10
C

Clayco

6.7/10
L

Largest Car Part Warehouse

6.7/10
S

SPEED SPORT

6.7/10
H

Home

6.7/10
B

BVV

6.7/10
H

Haskell

6.7/10
M

Motoring Research

6.7/10
T

The Impulsive Buy

6.7/10
E

El Carabobeño

6.7/10
S

Steadyrack NA

6.7/10
T

Tackform

6.7/10
U

US Cargo Control

6.7/10
A

Assistance en mobilité, voyage, assurance et maison

6.7/10
N

New Tires for Trucks, Cars, SUVs & Minivans

6.7/10
F

Five Surveys

6.7/10
P

Pentel of America, Ltd.

6.7/10
C

CarWale

6.7/10
S

Shopdap

6.7/10
P

Pegasus Auto Racing Supplies

6.7/10
W

WECU

6.7/10
P

Precision Tune Auto Care

6.7/10
H

HOBBYWING North America

6.7/10
P

PCH

6.7/10
B

Buell Motorcycle Co.

6.7/10
C

Caradisiac

6.7/10
M

Method Race Wheels

6.7/10
D

DEFCAD

6.7/10
H

Herzog

6.7/10
A

Anmo Sugoi

6.7/10
U

Ubunlog

6.7/10
H

Harley Davidson Forums

6.7/10
C

Continental Tires

6.7/10
F

F150online.com

6.7/10
F

Forocoches

6.7/10
C

Customer experience AI built for LTV

6.7/10
A

Aletho News

6.7/10
3

3D Systems

6.7/10
S

Suncoastparts

6.7/10
M

Market Research Reports

6.7/10
A

Aquarium Drunkard - Los Angeles Based Music Journal

6.7/10
Y

Yellowpages

6.7/10
A

Articlescad

6.7/10
V

Valencia Plaza

6.7/10
D

Drivetribe

6.7/10
C

CRW Flags Inc. Store in Glen Burnie, Maryland

6.7/10
N

nwf.com. أكبر متجر إلكتروني للمحتوى العربي

6.7/10
S

Sixt

6.7/10
D

Darwin Awards: Evolutionary Action

6.7/10
N

Neliti

6.7/10
D

Dealer.com US

6.7/10
H

Hager worldwide

6.7/10
S

Snap

6.7/10
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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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