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.

47,132
Brands Scored
4.8/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 47,132 Automotive Brands

AI-Ready8-10
<1%
305
Getting There6-7
24%
11,237
Needs Work4-5
65%
30,791
Not Discoverable0-3
10%
4,799

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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47,132 brands scored - page 417 of 472

E

ENM Company

4/10
D

Doherty Insurance

4/10
C

Cyber Diligence

4/10
P

Pressure Washers

4/10
A

Auto Parts Acquisition Engine

4/10
S

Shooting Star Livery

4/10
F

FMP

4/10
M

Machine World

4/10
C

Choices of St. Joseph

4/10
A

Asylum Board Shops

4/10
H

HWRT Oil Company

4/10
F

fastlaneas.no

4/10
V

Vending Machines sales, service & rentals in South Florida, ATM rentals & sales

4/10
T

Test Site

4/10
S

SLACK Solutions

4/10
G

Grismer Tire Company

4/10
U

U.S. Customs Brokers: Los Angeles, Chicago

4/10
C

Cesar S. Gerardo Insurance Brokers, Inc.

4/10
C

Carter Dempsey

4/10
R

Rosini Engineering PC

4/10
M

Micro Laboratories, Inc.

4/10
R

Radius Insurance Services | Southern California Business Insurance

4/10
W

White Willow Staffing

4/10
C

C·My Garage

4/10
G

GTS Transportation

4/10
P

Parts Central

4/10
A

Arscorporateservices

4/10
H

Hinges & Hardware, Inc.

4/10
A

Arkansas Transmission

4/10
E

Emergency Mobile Car Mechanic USA

4/10
B

Bivans Corporation

4/10
T

Taylormade Racing

4/10
J

JAMES PETERSON SONS

4/10
L

Leader Jet

4/10
I

ideal

4/10
M

Myco Enterprises, Inc

4/10
F

Funeral & Cremation in Norwood, PA

4/10
N

Nicholas Construction - General Engineering Contractors

4/10
V

Victoria Builder Supply

4/10
A

Ateco Engine Dyno Shop

4/10
W

Waterjet Cutting of Indiana

4/10
C

Culvert Engineering

4/10
H

Horihan Insurance

4/10
S

Schererville IN & Lynwood IL Tires & Auto Repair

4/10
B

Bibbo Associates Engineering, P.C.

4/10
T

Tarrytown Fire Department

4/10
W

Wayne County Ohio

4/10
T

Truck Service Depot LLC.

4/10
U

Urban Office NY

4/10
E

EchoMaster

4/10
R

Rheology Testing

4/10
N

Nanoscale Components

4/10
S

Spectrum

4/10
T

Tidalwave Enterprises

4/10
R

Ranger Energy Products LLC

4/10
J

Jessica Christie Photography

4/10
G

G. Browne & Associates

4/10
I

Imperative Logistics

4/10
P

Preform Sealants

4/10
B

Birnbach Success Solutions

4/10
J

Joe Casali Engineering

4/10
W

Warren Automotive Inc.

4/10
S

Sube Insurance, Inc.

4/10
T

Theroux Auto Body

4/10
D

DMT

4/10
N

Northwest Carriers, Inc

4/10
T

Total Claims Management

4/10
S

Special Finance

4/10
A

A1 Crashed Cars You Pull It is a self serve auto salvage yard located in South Sioux City, NE

4/10
L

Lineage

4/10
O

Online Transport

4/10
G

GoldenTouchMotors

4/10
C

Camaro Concepts - Houston

4/10
G

gas138

4/10
S

Sotera

4/10
E

edgehomepage

4/10
U

U.S. Utility Contractor Co. |

4/10
D

Denver Pumps

4/10
M

Methods & Equipment Associates

4/10
G

Giran Truck & Trailer Repair

4/10
G

Global Solutions

4/10
H

Home

4/10
V

Virginia Classic Mustang, Inc.

4/10
M

Mobile Graphics ·

4/10
W

Windowfashionpros

4/10
C

Chamois Car Wash

4/10
B

Boca Bay Insurance

4/10
E

Evergreen Plastic Container Inc.

4/10
S

Standard Cartage

4/10
G

Get Instant Insurance Quotes

4/10
M

Motor et Sport

4/10
R

RSG Engineering

4/10
B

BOLATANGKAS

4/10
C

Concrete Supply of Topeka

4/10
3

3 Brothers Detailing

4/10
A

Arendell Engineers

4/10
S

Sumptuous Mobile Detailing & Ceramic Coating

4/10
T

Titan Freight Systems, Inc.

4/10
B

Bennett Preservation Engineering PC

4/10
D

Dalatec Corporation

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 4.8/10 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.

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