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.

735,726
Brands Scored
3.7/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 735,726 Automotive Brands

AI-Ready8-10
<1%
135
Getting There6-7
5%
37,799
Needs Work4-5
53%
388,170
Not Discoverable0-3
42%
309,622

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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735,726 brands scored - page 17 of 7,358

C

Carvana

6.8/10
A

Autoguide.com

6.8/10
O

Oshkosh Defense

6.8/10
F

fiatusa

6.8/10
P

Piunikaweb

6.8/10
A

A

6.8/10
W

WM

6.8/10
A

Autohero

6.8/10
B

Buy a Car With Confidence

6.8/10
W

Willys For Sale - Free Classifieds | A Classified Ads Site for Vintage Willys & Jeep

6.8/10
M

Motor Authority

6.8/10
L

Lineage

6.8/10
C

Cars Commerce

6.8/10
E

EV

6.8/10
G

Getaround

6.8/10
W

Webs.com has been shut down: Find out more

6.8/10
@

@nifty

6.8/10
S

Sublime Text

6.8/10
I

Insurance and Financial Services Company – Nationwide dog-outline person shield iconopen sign iconshield iconequal housing opportunity insurer logo

6.8/10
B

Byd

6.8/10
E

Eversource

6.8/10
M

Moxie Marlinspike

6.8/10
N

National Human Trafficking Hotline

6.8/10
S

Silodrome

6.8/10
T

Travelers: Insurance Coverage and Protection for What Matters Most

6.8/10
C

Caring.com: The Leading Free Resource for Senior Living & Care Support

6.8/10
D

Daily Press

6.8/10
H

Hyundaiusa

6.8/10
B

Budget | Rent a Car

6.8/10
E

EVGA

6.8/10
W

Welcome to Mobil™

6.8/10
M

Mecum Auctions

6.8/10
B

Bike EXIF

6.8/10
R

RealTruck

6.8/10
R

RM Sotheby's

6.8/10
D

Dfrobot

6.8/10
M

Michelinman

6.8/10
B

Bell Helmets®

6.8/10
T

Tacoma World

6.8/10
G

Godigit

6.8/10
R

Remington

6.8/10
W

Wonderful Engineering

6.8/10
R

Rennlist

6.8/10
A

Anduril

6.8/10
C

China PCB Prototype & Fabrication Manufacturer

6.8/10
A

All Things Distributed

6.8/10
A

Autonomous Driving: Self

6.8/10
E

Electric Bike Reviews, News, & Testing

6.8/10
M

Magnaflow

6.8/10
A

America's #1 Moving Company

6.8/10
C

Cmsnl

6.8/10
D

Depuis 1898, l'info au quotidien

6.8/10
M

Mechanicbase

6.8/10
1

14ymedio

6.8/10
W

Wabtec Corporation

6.8/10
F

Find Your Perfect Two Wheeler

6.8/10
M

MoveAdvisor

6.8/10
L

landrover

6.8/10
Ú

Últimas Noticias de Panamá y el Mundo

6.8/10
M

Micro-Mark

6.8/10
L

Lowbrow Customs

6.8/10
R

Recurrent » Driving EV Trust and Value with Real

6.8/10
A

Amishamerica

6.8/10
S

Simplifying Buying Aftermarket Wheels & Tires

6.8/10
P

Penske Truck Rental

6.8/10
E

El Estímulo

6.8/10
L

Lloyds Bank

6.8/10
C

Cape Gazette

6.8/10
S

Sciotovalleyguardian

6.8/10
G

Gridoto

6.8/10
A

Avis

6.8/10
P

Plugshare

6.8/10
S

Skoda Auto

6.8/10
S

sdpnoticias

6.8/10
M

Magna

6.8/10
K

Kuehne Nagel

6.8/10
E

Euro Car Parts

6.8/10
A

Auto, Home, Business Insurance & More

6.8/10
Q

Quick Oil Changes, Tires & More

6.8/10
V

Victronenergy

6.8/10
C

Classic Car Auctions

6.8/10
L

Lompoc Record

6.8/10
S

SimpleTire

6.8/10
B

Bremont

6.8/10
G

General Dynamics

6.8/10
N

NADA Home Page

6.8/10
F

Fuel & Save with Sunoco Gas, Credit Cards & Rewards

6.8/10
E

Endesa: Tu compañía de luz, gas, movilidad eléctrica y solar

6.8/10
I

ICBC — Insurance Corporation of British Columbia

6.8/10
G

Global Trade Magazine

6.8/10
B

Bajaj Auto

6.8/10
A

AVL

6.8/10
E

eeNews Europe

6.8/10
I

Interstate Batteries

6.8/10
E

Evans Halshaw

6.8/10
P

ParkWhiz

6.8/10
A

Arnold Clark

6.8/10
D

Datacolor

6.8/10
D

DrivingLine

6.8/10
H

Home

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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