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.

320,209
Brands Scored
4.0/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 320,209 Automotive Brands

AI-Ready8-10
<1%
86
Getting There6-7
7%
21,865
Needs Work4-5
63%
200,133
Not Discoverable0-3
31%
98,125

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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320,209 brands scored - page 131 of 3,203

A

Autoport.ng - US used cars agency

6.1/10
H

Home

6.1/10
M

Mobile Mechanic Of San Jose

6.1/10
M

Mobile Mechanic Greensboro NC

6.1/10
A

AutoLeap®

6.1/10
Y

Yates Automotive

6.1/10
T

Tires & Car Care

6.1/10
C

Continental AG

6/10
E

Electric Scotland is all about the history of Scotland and the Scots.

6/10
N

NSX Prime

6/10
S

Schwartz Insurance Group

6/10
C

Contravans

6/10
G

Glowshiftdirect

6/10
L

Leonard Truck & Trailer Parts

6/10
C

Cyberoptix TieLab

6/10
O

OVER C

6/10
K

K Series Parts

6/10
网

网通社汽车

6/10
C

Car Specs Database by Makes, Models and Trims

6/10
D

Darwinautomotive

6/10
W

Website helping you find the words you need

6/10
R

Rosco Mirrors

6/10
M

ModHoster

6/10
D

Dinancars

6/10
E

Elementwheels

6/10
C

Carid

6/10
T

Trigano Store

6/10
A

Auveco

6/10
F

Ford

6/10
U

Ukimediaevents

6/10
K

Kinja

6/10
E

Enterprise

6/10
D

Deer Digest

6/10
C

Carandclassic

6/10
A

Acura

6/10
W

Wikiwix

6/10
O

Ordasoft

6/10
F

Fatahal

6/10
N

Newlaunches

6/10
F

Free Automotive Diagnostic, Repair and Technical Information

6/10
T

Twistedthrottle

6/10
L

Lalamove

6/10
J

JTS Truck Repair

6/10
V

vectoiq

6/10
G

Griffis Automotive Repair Inc

6/10
C

Car Dealership

6/10
G

G2USA

6/10
M

Mike Shaw Toyota

6/10
A

Accu-Cut

6/10
U

US Cash For Cars - Junk My Car | Sell My Car Services

6/10
W

West Milford Used Cars For Sale, Kinnelon, Butler Autos, Cars, West Milford, Dover, Sussex County, Audi, Mercedes, BMW, Volkswagen, Service

6/10
D

Dodge Chrysler Jeep RAM Dealer Toledo OH

6/10
M

MONRO Auto Service and Tire Centers

6/10
C

Clearwater Toyota: New Toyota & Used Car Dealer in Clearwater, FL

6/10
M

Midlothian Auto Repair - Old Dominion Tire Services Inc Alignment

6/10
F

Fluidall

6/10
U

US Farathane

6/10
H

Huston Automotive Group is a Group dealer in Lake Wales, FL. We specialize in new Group, used cars, service, and financing.

6/10
S

Subaru Dealer in Tilton, NH

6/10
R

Renewable Lubricants

6/10
G

GPSPro

6/10
N

New and Used Ford dealership in Cokato

6/10
R

Ray-Jurgen

6/10
E

Ed Morse Auto Group

6/10
B

Bucher Hydraulics

6/10
S

Sheehy Auto Stores New & Used Cars in Virginia, Maryland & DC

6/10
H

H.O. Bostrom Company

6/10
A

AMain Hobbies

6/10
R

Rev Business - Business Solutions

6/10
T

Tyre Reviews

6/10
F

Five Star Sheets

6/10
N

New Ford Dealer

6/10
C

C&C Automotive

6/10
K

Klein Honda in Everett

6/10
V

Vehicle wrap & boat graphics Clearwater

6/10
A

Action Equipment

6/10
C

Chris' Body and Paint | Salt Lake City, Utah

6/10
C

Curry Supply

6/10
T

Tire

6/10
C

CarBrite

6/10
F

Frontier Truck Parts

6/10
N

New Ford and Used Car Dealer Serving Metairie

6/10
B

Barr's Insurance

6/10
H

Hitchcock Incorporated

6/10
M

Millennium Technologies | Advanced Coatings & Manufacturing

6/10
S

Sdiesel.com

6/10
P

Pete's Auto Glass

6/10
T

Tire, Wheel, & Vehicle Service Tools

6/10
P

PA Automotive Association

6/10
B

BRAKEmax

6/10
C

Coppernall Premier Autobody & Paint LLC

6/10
C

Clay Cooley Volkswagen of Lewisville

6/10
G

German Auto Parts

6/10
N

New Toyota & Used Car Dealership

6/10
M

Mike's Body Shop

6/10
F

Ford Dealership in San Antonio, TX

6/10
T

The Event Mechanic! Conference, Event and Exhibit Management

6/10
T

Thermal Tech Inc

6/10
L

Leavitt Automotive

6/10
A

American Custom Lifts

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 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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