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.

735,742
Brands Scored
3.7/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 735,742 Automotive Brands

AI-Ready8-10
<1%
135
Getting There6-7
5%
37,799
Needs Work4-5
53%
388,183
Not Discoverable0-3
42%
309,625

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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735,742 brands scored - page 15 of 7,358

S

Select a Region

6.9/10
A

An Insurance Company You Can Rely On

6.9/10
B

Business & Personal Insurance Solutions

6.9/10
B

Baseball Reference

6.9/10
G

Gumtree.com

6.9/10
T

The Hartford

6.9/10
C

Calyxos

6.9/10
M

Mclaren

6.9/10
T

thetruthaboutcars.com

6.9/10
G

Global Nissan Newsroom

6.9/10
L

Leading Game Publisher

6.9/10
C

Carsdirect

6.9/10
B

Bikerumor

6.9/10
H

HotCars

6.9/10
T

Torquenews

6.9/10
M

Mazda USA Official Site

6.9/10
A

Ams Osram

6.9/10
R

ramtrucks

6.9/10
N

newsandsentinel.com/

6.9/10
C

Cars, SUVs, Electric Vehicles & Crossovers

6.9/10
G

Greencarreports

6.9/10
D

Digital magazine subscriptions. Over 10,000 publications.

6.9/10
M

Marine Corps Times

6.9/10
E

ExtremeTerrain.com

6.9/10
L

Liberty Mutual

6.9/10
C

Can You RUN It

6.9/10
E

Explore Compact, Small, Mid

6.9/10
P

Petrolicious

6.9/10
H

Home

6.9/10
I

Indianapolis Motor Speedway | Home playpausedouble arrow rightdouble arrow downshopping cartshopping cartsearchfacebookyoutubeinstagramtwittersnapchattiktoklinkedinexternal linkpersonperson (filled)emailnotificationdownloadcautionodometersteering wheelheadsettrophylockverifiedverifiedverifiedcautionbanktrashcanexclamationticketonetwothreecheckoutboundexplorestarsortsaveeditpluscompostingfood

6.9/10
G

Goodyear

6.9/10
E

Evonik

6.9/10
H

https://www.12onyourside.com

6.9/10
J

Jerry

6.9/10
J

JATO

6.9/10
T

Tires and Wheels for Sale

6.9/10
S

Suburban Propane

6.9/10
K

Kratos Defense

6.9/10
Z

Zoox

6.9/10
A

ArenaEV

6.9/10
N

Nice

6.9/10
G

GTA BOOM

6.9/10
T

Turtle Wax US Store

6.9/10
S

Scout Motors

6.9/10
N

Nantucket Current

6.9/10
T

Tempcover

6.9/10
E

Ethereum (ETH) Blockchain Explorer

6.9/10
T

Top Digital Marketing Agency in Dallas Offering AI Marketing Solutions!

6.9/10
D

Driving-Tests.org

6.9/10
B

B2B Autotrader

6.9/10
E

El Intransigente

6.9/10
M

Mr. Lotto: Best 4D betting in Asia

6.9/10
P

Page Redirection

6.9/10
I

Innovative & Exciting SUVs, Utes, Hybrids and EVs

6.9/10
G

Governors Highway Safety Association

6.9/10
T

The Single Database for Observability

6.9/10
T

Toyota Car Dealership Brunei

6.9/10
E

Explore All

6.9/10
A

Automotive World

6.9/10
A

AutoPi.io

6.9/10
S

SmartStop Self Storage

6.9/10
H

Home

6.9/10
W

Wahkiakum County, WA

6.9/10
U

Uptodown

6.9/10
#

#digdeep

6.9/10
L

Lighthouse TV

6.9/10
B

Beyondretirement

6.9/10
E

Easily listen to The Design Engineering Podcast in your podcast app of choice

6.9/10
I

Introduction

6.9/10
O

Optical Design Solutions

6.9/10
V

VOZ News

6.9/10
A

Auto Care

6.9/10
C

Coatings, Paints & Printing

6.9/10
S

Support

6.9/10
B

Business By The Numbers with Hunt Demarest, CPA

6.9/10
C

Cognitive Market Research

6.9/10
N

NIO

6.9/10
A

Automechanika Dubai

6.9/10
T

The Supercar Blog

6.9/10
H

Harvest: Auto

6.9/10
O

OP Mainnet Explorer

6.9/10
K

Keebio

6.9/10
C

CarMax Careers

6.9/10
F

Forza

6.9/10
F

Find the nearest Asda store near you

6.9/10
W

WebSelfService

6.9/10
F

Fluid Mechanics in Environmental Processes Group

6.9/10
A

Applied Dynamical Systems Lab

6.9/10
S

Search jobs on OhioMeansJobs

6.9/10
A

About these specifications

6.9/10
A

Automatic Car Wash Machine Manufacturer, Automotive Maintenance Equipment, Golf Cart Supplier

6.9/10
H

Hopper Dryer Manufacturer, Auto Loader, Mold Temperature Controller Supplier

6.9/10
O

OP Sepolia Explorer

6.9/10
T

Twurple

6.9/10
H

Home

6.9/10
R

RWS Careers, Employment & Jobs

6.9/10
J

Journals Publications

6.9/10
Q

qwa web.

6.9/10
M

My BMW

6.9/10
A

Autotrader

6.9/10
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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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