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 28 of 7,358

T

The Coyle Group

6.7/10
L

Lowman Law Firm

6.7/10
A

Armstrong Lee & Baker LLP

6.7/10
C

Cincinnati Goodwill

6.7/10
P

Prosoco

6.7/10
U

Used Cars NJ, PA, and FL

6.7/10
S

Smart, Fast, Friendly Digital Insurance Expert

6.7/10
X

Xoilac TV

6.7/10
P

Pennsylvania Injury Law Firm

6.7/10
W

Wocl Leydon Personal Injury Attorneys

6.7/10
V

Valdosta Toyota

6.7/10
M

Maika

6.7/10
N

Nationwide Enclosed Auto Transport

6.7/10
H

Honcho

6.7/10
B

Best International Shipping & Moving Company

6.7/10
A

ACLU of Nevada

6.7/10
G

GReddy Performance Products

6.7/10
R

RXSG

6.7/10
Y

Yukon Gear & Axle

6.7/10
A

Allen Stewart PC

6.7/10
F

Frenkel & Frenkel

6.7/10
M

Metolius Climbing

6.7/10
A

Annies Heirloom Seeds

6.7/10
B

Brooks Law Group

6.7/10
S

Strutmasters

6.7/10
P

ProTech - Made in USA

6.7/10
C

Cape Coral Cops

6.7/10
G

GLK Law

6.7/10
A

AACA

6.7/10
V

VAIS Technology

6.7/10
U

UPR Products

6.7/10
V

Vaultek Safe

6.7/10
S

Skar Audio

6.7/10
R

Ruhmann Law Firm

6.7/10
C

Carver Skateboards

6.7/10
L

Longacre Racing

6.7/10
D

Dallas Janitorial Services

6.7/10
T

T Sportline - Tesla Model S, 3, X & Y Accessories

6.7/10
G

Glass Replacement & Repair

6.7/10
R

Revology Cars

6.7/10
E

EOS/ESD Association, Inc. — Setting The Global Standards For Static Control

6.7/10
S

Schauermann Thayer

6.7/10
P

PrivateAuto

6.7/10
T

Texan Wire & Wheel

6.7/10
L

Leland Little Auctions

6.7/10
W

White Automotive & Media Services

6.7/10
S

Source 4 Industries

6.7/10
K

KBS Coatings

6.7/10
B

Bulletproof Automotive

6.7/10
A

American Filament

6.7/10
C

Champion Garage Door Repair

6.7/10
S

Strouse

6.7/10
1

1800CPAP.COM

6.7/10
P

Pressure Wash Long Island | Pressure Washing

6.7/10
B

Binswanger Glass

6.7/10
M

MoboKey

6.7/10
A

Auto Repair and Tire Centers | Dunn Tire Chevron Icon

6.7/10
P

PERRIN PERFORMANCE

6.7/10
I

Innovators Educational Foundation

6.7/10
S

SAKAEM Logistics

6.7/10
L

Lakeland Toyota, New & Used Toyota Dealership in Lakeland, FL, Serving Plant City, Winter Haven, Auburndale, Mulberry, Haines City

6.7/10
M

Morris, King & Hodge, P.C.

6.7/10
M

Modern Spare

6.7/10
I

ICON Vehicle Dynamics

6.7/10
M

Megazip

6.7/10
A

American Auto Transport

6.7/10
S

Skyline Moving Colorado

6.7/10
G

GoFastCampers

6.7/10
O

Offroad Alliance

6.7/10
P

Pwnage

6.7/10
F

Faxon Firearms

6.7/10
W

Westcott Designs

6.7/10
L

LICENSEPLATES.TV

6.7/10
H

HelpMedicalSupplies

6.7/10
P

Panish | Shea | Ravipudi LLP

6.7/10
M

Mutrux Firm Injury Lawyers

6.7/10
C

Cross Country Moving Company

6.7/10
7

770GOODLAW

6.7/10
S

SewTites

6.7/10
E

eBay

6.7/10
S

San Joaquin County Sheriff's Office

6.7/10
P

PsychicOz

6.7/10
H

House Of Stereo

6.7/10
R

rossmönster

6.7/10
S

Smart Auto Move - Car Shipping

6.7/10
U

Ultra Bright Lightz

6.7/10
D

Desert Does It

6.7/10
N

NSA Storage

6.7/10
F

Fuller Personal Injury Law

6.7/10
L

LeMond Bicycles, Inc

6.7/10
C

Classic and Modern Collectible Cars available for Auction

6.7/10
M

M&V Limousines Ltd.

6.7/10
S

SERP Forge™

6.7/10
C

CLK Supplies

6.7/10
S

Scooterworks USA, LLC

6.7/10
P

PURPLE ROSE SUPPLY®

6.7/10
A

Atomic Semi

6.7/10
J

Jcardiecast

6.7/10
P

PolarStar

6.7/10
E

eWheels.com

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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