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.

34,150
Brands Scored
4.8/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 34,150 Automotive Brands

AI-Ready8-10
<1%
210
Getting There6-7
23%
7,954
Needs Work4-5
66%
22,520
Not Discoverable0-3
10%
3,466

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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34,150 brands scored - page 289 of 342

B

Baja Divide

4/10
S

Savage On Wheels

4/10
D

Down Shift Magazine

4/10
B

BINZ Automotive GmbH

4/10
E

Evodomino

4/10
D

Dewi11

4/10
J

Japanese Car News

4/10
J

J & I Manufacturing, Inc.

4/10
K

Keystone MacCentral

4/10
S

Street Car Super Nationals - Heads Up Drag Racing

4/10
F

Fiberglass Race Car and Truck Body Parts

4/10
M

myAutoWorld.com

4/10
D

Default page

4/10
C

C8Tracker.com

4/10
C

Cal Grinding : Engine Valve Remanufacturing

4/10
C

Chery Commercial Vehicles Official Website

4/10
L

LAWAK899

4/10
P

Pantherracing

4/10
M

McNair

4/10
S

Starsky Torino Dot Com

4/10
F

Fast Exact

4/10
K

Kaadas Official

4/10
#

#Define Electronics

4/10
C

Cool S

4/10
M

Mellowmuse pro

4/10
S

Short Circuit Studio

4/10
E

Emlak ve Araç İlanları

4/10
L

LesjΓΆfors Automotive

4/10
E

Embedded Systems Engineering

4/10
D

Duskfall: Turn Based RPG

4/10
M

MozTools

4/10
A

Aeris Engineers & Manufacturing

4/10
T

Truck Explorer - AutoVEI - Official Website

4/10
T

TurnOnGreen | EV Charging

4/10
O

OSCAR

4/10
P

Posytron

4/10
R

Rift Riff

4/10
N

NavyLifeNWSE 2.0

4/10
J

Jack & Detectives: A Silent Social Detection Game

4/10
A

Anabeeb

4/10
V

ViVi PARK ε€’ε…¬εœ’

4/10
L

Ligier Automotive

4/10
B

Best Cars

4/10
D

Direct Line Group Careers Β· See opportunity all around you

4/10
B

Bondioli & Pavesi

4/10
S

SellMax

4/10
T

Trackting

4/10
P

Pièces 4x4 et SUV toutes marques depuis 1980 sur

4/10
P

Pemeliharaan Sistem

4/10
I

Identifying the micro behind the macro

4/10
N

North American Spine and Pain Consultants

4/10
X

Xmart Calculator

4/10
T

The Post

4/10
L

Lys Car Rental

4/10
N

Newest Cars

4/10
N

Nissan Cube Life - Nissan Cube Car Forums

4/10
S

Swift

4/10
C

Car Informations

4/10
E

Empowering mobility for a cleaner, smarter & safer future

4/10
A

American Market News

4/10
I

Inform North

4/10
N

NGOHQ.com Β« Home

4/10
C

Custom Lithium Ion Battery Pack Grid

4/10
F

Facility Import

4/10
G

gas138

4/10
F

Free Guild Hosting WOW FFXI FFXIV GW2 TERA

4/10
P

Proxxima

4/10
M

Manly Guys Doing Manly Things Β» Updated Mondays or whenever I feel like it

4/10
M

Meccano

4/10
T

Tampa Racing

4/10
A

Auto Interfaces

4/10
R

Recalpres

4/10
T

Tico Urbano

4/10
D

Default page

4/10
D

DRIVE2.COM

4/10
Y

Y Tech Automotive Solutions

4/10
V

Vewzo

4/10
G

GetCoverr

4/10
C

Car Crushers Forum

4/10
R

RHJ Consulting

4/10
D

Default page

4/10
S

SEO Mechanic

4/10
O

OPTIMA Batteries

4/10
O

Old Porn Whore

4/10
M

Motor y Racing

4/10
4

40 Days of Dating

4/10
Z

Zofyo

4/10
J

JO777: Slot Gacor Populer dengan Rekomendasi Game dan Tips Menang

4/10
C

Carlos J. Rangel

4/10
T

The Know List

4/10
I

I Go Cars

4/10
K

Ken Shirriff's blog

4/10
S

Splice Spot

4/10
V

Viva Jive

4/10
C

Carlini Institute

4/10
R

RobotDigg motorize and linearize solutions for your builds, smt solution FROM China, Injection and Extrusion, 6 dof robot arm and simulators.

4/10
F

Flare Fort

4/10
T

TeknTrash

4/10
W

WebProWorld

4/10
S

Saima Solutions

4/10
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Score your automotive brand free

Want to improve your AI visibility score?

Read: AEO guide for Automotive brands β†’

What an AEO score of 4.8/10 means for automotive brands

The average Automotive brand we've scored sits at 4.8/10. 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.

Automotive AI visibility by city

New York CityLos AngelesChicagoHoustonPhoenixPhiladelphiaSan AntonioSan DiegoDallasSan JoseAustinJacksonvilleSan FranciscoColumbusCharlotteIndianapolis

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