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.

320,072
Brands Scored
4.0/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 320,072 Automotive Brands

AI-Ready8-10
<1%
82
Getting There6-7
7%
20,812
Needs Work4-5
61%
194,742
Not Discoverable0-3
33%
104,436

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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320,072 brands scored - page 3182 of 3,201

F

Fred's Truck Accessories Jacksonville FL

1.4/10
W

Walt Williams

1.4/10
C

Cars R US OMG

1.4/10
V

Vehicle Outfitters

1.4/10
P

PEGGY DAY PHOTOGRAPHY

1.4/10
G

Green Light Motors

1.4/10
B

Big Easy Cars, Inc.

1.4/10
S

Stakely Automotive & Marathon

1.4/10
E

Everybody’s Auto Sales, Inc.

1.4/10
Q

QC Guys

1.4/10
H

Home

1.4/10
W

Wild West Street Rods

1.4/10
C

Cueny Corporation

1.4/10
G

GW Trucks

1.4/10
S

Sampson Motors, LLC

1.4/10
I

illinoispump.comillinoispump.com

1.4/10
T

TriState Lift, new car lift, used lift, used garage equipment, car lifts, auto lift, automotive lift, hydraulic lift, 2 post lift, mobile columns, automotive lifts, scissor lift, garage lift, lifts, automotive hoists, garage equipment, automotive equipment, 4 post lift, wheel balancer, tire changers, garage tools, vehicle lift, heavy duty lift, mohawk lift, challenger lift, rotary lift, Harvey Exhaust removal, Lubrication Systems, Waste oil furnace, Used oil Furnace, New York, NY, Connecticut, CT, Mass.MA. Rhode Island, RI, Service, Installations, Inspections, heavy duty rigging, garage moving

1.4/10
P

Purely Electric

1.4/10
S

Shift’n Gears

1.4/10
E

EC Auto Sales, Inc.

1.4/10
K

KT TIRES

1.4/10
P

Pinkys Auto Sales Inc.

1.4/10
G

Good Wheels Auto Sales, Inc

1.4/10
G

Ground Test Solutions

1.4/10
D

D and T Auto Sales

1.4/10
M

Memory Lane Motors

1.4/10
C

CHERRY PARK AUTOMOTIVE

1.4/10
A

Automotion Luxury Cars

1.4/10
F

Ferguson Engineering, FergusonEngineering.com,

1.4/10
E

E & R Crane & Rigging

1.4/10
R

Rainwater Motor CO.

1.4/10
L

Los Pochos Auto Sales LLC

1.4/10
P

Platina Cars and Trucks, Inc.

1.4/10
C

carmobileleads.com

1.4/10
W

www.inka

1.4/10
E

EvDiag Pro Evinrude EMM Programming

1.4/10
J

JM Express Auto LLC

1.4/10
A

Askey Auto

1.4/10
J

JNC Auto Sales LLC

1.4/10
C

Chloe Bednar

1.4/10
C

C & J Auto Market INC

1.4/10
H

Harley Auto Sales LLC

1.4/10
A

Alex Nishimoto

1.4/10
A

Alfred Bird Design Group

1.4/10
M

My blog

1.4/10
D

DNA 4 You 2 Drive

1.4/10
G

GTW

1.4/10
D

Drive Max LLC

1.4/10
S

S&R Auto Sales

1.4/10
P

Palmetto Auto Gallery

1.4/10
L

LEE SE GWANMarkMark

1.4/10
E

Ex Mechanics

1.4/10
A

Adel Car Company

1.4/10
J

Jake Motorsports LLC

1.4/10
E

El Rey Trucks

1.4/10
A

Atlanta True Cars

1.4/10
A

Anton Woll Söder

1.4/10
B

BC Auto Repair :: Tune

1.4/10
E

Eyes of Autonomy

1.4/10
A

Auto Buy Owner Inc

1.4/10
C

Chris Wilson’s Automotive

1.4/10
E

EZ Rider Auto of GA

1.4/10
A

All Ohio Parts

1.4/10
J

Jo Jo Cars Inc.

1.4/10
L

Login

1.4/10
F

Fair Cars Auto

1.4/10
J

Jared

1.4/10
D

Dana Garbarski, PhD

1.4/10
L

Login • Empire Auto Parts

1.4/10
A

A. P. Wittwer Co.

1.4/10
F

Farbquadrat

1.4/10
G

Ghost Auto LLC

1.4/10
H

Home

1.4/10
C

Coulsdon Auto Parts & Accessories

1.4/10
B

Blank Title

1.4/10
N

Narrow Path Automotive LLC

1.4/10
B

Bob Courtemanche

1.4/10
B

Brochure Download

1.4/10
D

Dash & Go Auto LLC

1.4/10
K

Kessler Auto LLC

1.4/10
B

Bogner Automotive

1.4/10
K

Kwik Wheels LLC

1.4/10
A

axionmotors

1.4/10
I

Irby Auto Sales

1.4/10
G

GK Auto & RV, LLC

1.4/10
B

Byron Auto Group Inc

1.4/10
A

Amnon Nissan

1.4/10
D

DBG Auto Brokers

1.4/10
C

Crimson Motors

1.4/10
D

DCKING MOTOR

1.4/10
C

CRM Mechanics Temporary

1.4/10
G

GM AUTO

1.4/10
P

Private Site

1.4/10
H

Hampshire Tires

1.4/10
B

Ballen Motors - BMS

1.4/10
C

Centerhill Auto

1.4/10
F

FXBG Motors

1.4/10
H

Happi Auto Group LLC

1.4/10
I

Ignition Exotics

1.4/10
C

CAPITAL AUTO LLC

1.4/10
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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 4.0/10 means for automotive brands

The average Automotive brand we've scored sits at 4.0/10. 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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