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.

735,770
Brands Scored
3.7/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 735,770 Automotive Brands

AI-Ready8-10
<1%
135
Getting There6-7
5%
37,791
Needs Work4-5
53%
388,176
Not Discoverable0-3
42%
309,668

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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735,770 brands scored - page 7314 of 7,358

N

Naznin Nahar

1.1/10
L

Lornate Technologies, Inc.: High quality, cost competitive parts

1.1/10
L

Laurence Jugueta — D.R. Horton

1.1/10
M

McCutchen Engineering Associates, PC

1.1/10
W

Wireframe K642 copy

1.1/10
M

Mike's Custom Graphics, LLC

1.1/10
M

Morgan Auto Group

1.1/10
D

Danielle Chaffin

1.1/10
M

Mint Mobile Wash

1.1/10
L

Luis Enrique Auto Repair

1.1/10
I

index

1.1/10
H

Home

1.1/10
M

Mobile Clean

1.1/10
M

M&M Towing

1.1/10
I

Independent Motorsports

1.1/10
H

Home

1.1/10
L

L & T Trucking, LLC

1.1/10
F

Frontline Benefit Center

1.1/10
C

coming soon

1.1/10
A

Auto Body, Auto Body Shops, Automotive Services

1.1/10
P

Products

1.1/10
I

Insurance Agency

1.1/10
M

My Site 1

1.1/10
N

Ninenty Nine Cards

1.1/10
N

New & Used Car Dealer Nashville, TN

1.1/10
R

Rommel Harley

1.1/10
D

Dr. Oscar Oquendo

1.1/10
M

My Digital Business Card

1.1/10
P

pappysaviation

1.1/10
O

On the Go Tire Pros

1.1/10
H

Home Page

1.1/10
P

ProFresno

1.1/10
P

Parke Vision Care

1.1/10
P

Pay Panda Autos

1.1/10
5

530 Pheasant Ridge Lane

1.1/10
P

PublicDumpTrucks.com — Dump Trucks For Sale

1.1/10
R

Ragnarok Automotive

1.1/10
R

RAS Manufacturing

1.1/10
O

Overview

1.1/10
M

Mobile Oil Change & Brake Service in Rigby, Idaho Falls, Rexburg

1.1/10
C

Coming Soon

1.1/10
R

RFS

1.1/10
R

Rifa 5

1.1/10
S

Service Specials

1.1/10
M

My Link in Bio

1.1/10
T

Tree Service Ruston LA

1.1/10
S

SITRAK Chihuahua

1.1/10
S

Salon On Simpson

1.1/10
H

Home

1.1/10
S

SB Designs

1.1/10
S

Schicker Automotive Splash Page

1.1/10
C

Coming Soon

1.1/10
S

Sean's Hauling

1.1/10
A

American made Ceramic Manufacturer. We offer promotional American made mugs,Travel Mugs, Auto Mugs, Made in USA,  USA made cups, coffee mugs, drinkware advertising and custom products with quality mer

1.1/10
S

SELKATdocs

1.1/10
S

Sunrise Windshields

1.1/10
S

Service Specials

1.1/10
M

My Digital Business Card

1.1/10
S

Skyway RV TN

1.1/10
S

Sustainability Solutions

1.1/10
S

St Rivers Auto Repair LLC

1.1/10
F

Feedback

1.1/10
F

Feedback

1.1/10
F

Feedback

1.1/10
F

Feedback

1.1/10
A

Advantage Mold & Design

1.1/10
S

Swickard Honda of Thousand Oaks

1.1/10
L

Land Rover Thousand Oaks

1.1/10
P

Premier Mobile Car Detailing Boise

1.1/10
M

My Website

1.1/10
T

Telecom Calculator

1.1/10
M

My Digital Business Card

1.1/10
T

Tire Hunters

1.1/10
T

targetcomponentsales

1.1/10
V

Vehicle Sourcing Services

1.1/10
T

thelittlewaterparkthatcould

1.1/10
T

Tuff Turf

1.1/10
V

ValleyHayCo,

1.1/10
V

Volcano Audio Products

1.1/10
U

ULTIMATE DRAW CALCULATOR // DUEL CORP

1.1/10
J

Jobs at Quality Parking Service, Inc

1.1/10
V

vista mechanical

1.1/10
Y

Your Cars LLC

1.1/10
U

universalpicturecars.com

1.1/10
V

Vamika Packers and Movers Bangalore

1.1/10
W

Wolfie's Auto Spa

1.1/10
W

Whitaker Auto Sales Inc.

1.1/10
V

Viviendas Caribe, LLC

1.1/10
K

KenCo Printing

1.1/10
V

vaughnhorn.com

1.1/10
W

Ware Industrial

1.1/10
V

VeriDig Solutions

1.1/10
W

Wellcharter Corp.

1.1/10
3

3dproductsusa

1.1/10
A

All About Eye Care, P.C.

1.1/10
A

Anvitha Goli

1.1/10
A

Auto Kelektiv

1.1/10
C

Coral Springs Auto Mall

1.1/10
C

Canton Hauling

1.1/10
T

Turlock Chrysler Dodge Jeep Ram

1.1/10
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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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