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.

735,725
Brands Scored
3.7/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 735,725 Automotive Brands

AI-Ready8-10
<1%
135
Getting There6-7
5%
37,799
Needs Work4-5
53%
388,170
Not Discoverable0-3
42%
309,621

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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735,725 brands scored - page 16 of 7,358

I

itch.io

6.9/10
I

itch.io

6.9/10
B

bgurobots / FrontPage

6.9/10
I

itch.io

6.9/10
I

itch.io

6.9/10
I

itch.io

6.9/10
I

itch.io

6.9/10
I

itch.io

6.9/10
I

itch.io

6.9/10
I

itch.io

6.9/10
I

itch.io

6.9/10
I

itch.io

6.9/10
N

Nice

6.9/10
C

CarGuy

6.9/10
W

Welcome to Stefano Pagliano Apps Page

6.9/10
A

APM Research Lab

6.9/10
H

HARMAN Newsroom

6.9/10
M

MotorTrend

6.9/10
I

itch.io

6.9/10
E

Edmunds Developer Portal

6.9/10
V

Vue Collapsed

6.9/10
A

Auto Swiper Pro

6.9/10
C

Chrome Bookmarks Manager Extension

6.9/10
B

Bitefight Auto Adventure 2026

6.9/10
P

Privacy Policy

6.9/10
M

myDataLogger

6.9/10
元

元 Auto Layout 絶対○すマンのブログ

6.9/10
モ

モトローラ サポート l FAQ、 トラブルシューティング、修理について

6.9/10
E

Evonik

6.9/10
D

Daily High Club

6.9/10
M

MOMO Motorsports

6.9/10
G

Goldspot Pens

6.9/10
U

uniball

6.9/10
F

Freedom Munitions

6.9/10
K

Kids and Car Safety

6.9/10
.

.UK.NET

6.9/10
R

Rain-X - Outsmart the Elements

6.9/10
J

Jacksonville Today

6.9/10
A

Angel Reyes & Associates

6.9/10
C

Cooper Lighting Solutions

6.9/10
T

TOP TIER™ Fuel Standards

6.9/10
G

Goosehead

6.9/10
M

MilitaryLand.net

6.9/10
M

Michigan Auto Law

6.9/10
A

AutoInsurance.org | Compare Cheap Online Auto Insurance Quotes

6.9/10
C

C. Ray Carlson Law

6.9/10
A

A-1 Auto Transport, Inc.

6.9/10
C

Catania and Catania Injury Lawyers

6.9/10
J

Jacobs & Jacobs, LLC

6.9/10
W

Window Tinting Companies Hixson, TN

6.9/10
B

Bernard Law Group

6.9/10
Q

Quickly Locksmith Miami

6.9/10
P

Philadelphia Personal Injury Lawyers

6.9/10
A

Amato's Auto Body - Import Auto Collision Repair Center

6.9/10
D

Dubin Law Group

6.9/10
C

carVertical

6.8/10
A

An Insurance Company For Your Car And More

6.8/10
B

Brompton UK

6.8/10
T

Tires, Oil Changes & Brakes

6.8/10
K

Kent Reporter

6.8/10
L

Look Cycle

6.8/10
T

The Auto Channel Online Since 1995; Experts Car Reviews (1995

6.8/10
C

conceptcarz.com

6.8/10
M

Motorcycle Parts & Gear Online

6.8/10
H

Home

6.8/10
H

Honda Newsroom

6.8/10
P

Pakwheels

6.8/10
W

Welcome to the world of Mercedes‑Benz Trucks

6.8/10
A

Adam S. Kutner, Injury Attorneys

6.8/10
C

Clever Cycles | Bikes & Ebikes

6.8/10
E

Electric Vehicle Charging Solutions

6.8/10
8

8bitdo

6.8/10
R

REVRides

6.8/10
W

Workhorse

6.8/10
I

iPullRank

6.8/10
G

Gemplers

6.8/10
T

Town Fair Tire

6.8/10
L

LED Lighting for Everything

6.8/10
C

Car Wheels, Tires, Suspension & More

6.8/10
L

LiTime

6.8/10
N

Nexen Tire

6.8/10
U

Urtopia (US)

6.8/10
C

Cerwin Vega

6.8/10
A

Alt Car news

6.8/10
H

How To Mechatronics

6.8/10
G

Garrett Motion

6.8/10
H

Home

6.8/10
E

ENGWE EU Official

6.8/10
C

Compare.com

6.8/10
J

Japanese Nostalgic Car

6.8/10
H

Hiboy

6.8/10
A

AutoSpies

6.8/10
I

Iconic Auctioneers

6.8/10
F

Fix My Blinds

6.8/10
D

Dakota Lithium Batteries

6.8/10
Y

Y8.Com

6.8/10
I

In

6.8/10
I

IAAI.com

6.8/10
V

Velotric

6.8/10
T

The Western Journal

6.8/10
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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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