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.

735,750
Brands Scored
3.7/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 735,750 Automotive Brands

AI-Ready8-10
<1%
135
Getting There6-7
5%
37,800
Needs Work4-5
53%
388,185
Not Discoverable0-3
42%
309,630

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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735,750 brands scored - page 26 of 7,358

A

Arbitrum L2 Explorer

6.7/10
P

Pull

6.7/10
J

Jefferson Health

6.7/10
G

GetEducated | Compare Affordable Online Degrees for Adults

6.7/10
I

industriall-union

6.7/10
T

The Physics Hypertextbook

6.7/10
E

Evolution: Battle for Utopia

6.7/10
M

Mix 94.7 KMCH

6.7/10
M

MotorWeek

6.7/10
D

Discover Technical Knowledge in Patents

6.7/10
S

Seat Covers Unlimited

6.7/10
W

WCPD

6.7/10
A

AutoRacing1.com

6.7/10
V

Vá de Bike

6.7/10
P

Pokémon Database

6.7/10
E

Empowering mobility for a cleaner, smarter & safer future

6.7/10
C

Cyngn

6.7/10
P

Paradiso Insurance

6.7/10
U

US Car-Go Freight

6.7/10
D

DMV.ORG

6.7/10
X

X-Bows® Store

6.7/10
C

Capital One Shopping: Coupons, Loyalty, and Deals

6.7/10
R

Repair is noble

6.7/10
Q

Quantum Country

6.7/10
R

Rush Truck Centers

6.7/10
C

Crystalfontz LCDs, OLEDs, ePaper & TFT Displays

6.7/10
M

Mount Sinai Memorial Parks and Mortuaries

6.7/10
H

HappyOrNot

6.7/10
S

Seat Covers Unlimited

6.7/10
C

Cox Automotive Inc.

6.7/10
A

AUTOMOTORBLOG

6.7/10
H

Hybrid Racing

6.7/10
M

MX3D

6.7/10
S

Star Citizen Wiki

6.7/10
Y

Yarn Spinner

6.7/10
P

Perfect Motherfucking Website

6.7/10
B

Babylon.js Editor

6.7/10
S

Snap-on Business Solutions

6.7/10
C

Chosfox

6.7/10
L

License Plate Lookup

6.7/10
D

Dash Designs

6.7/10
I

Introduction

6.7/10
F

FYSETC

6.7/10
C

Cardano

6.7/10
C

Cardano

6.7/10
C

CraftBook 3.11 documentation

6.7/10
G

GlobalPetrolPrices.com

6.7/10
S

Shop Auto & Home Insurance

6.7/10
R

Rug Rats

6.7/10
G

GOBI Racks

6.7/10
C

Careers

6.7/10
L

LUMINKEY

6.7/10
D

Dyco | Heavy Duty Workbenches

6.7/10
S

Science Discoveries and Research Updates

6.7/10
A

American Auto Shipping

6.7/10
M

Montlick Injury Attorneys

6.7/10
V

VanDerBrink Auctions

6.7/10
L

Leno's Garage

6.7/10
T

Tableaux Architectural Panels

6.7/10
L

LocaliQ

6.7/10
S

STG Auto Group

6.7/10
S

Steinberg Law, P.A. – Delray Beach & Palm Beach Gardens Accident Lawyer

6.7/10
C

Commercial Transportation & Trucking Insurance - Reliance Partners

6.7/10
G

GeekHackWiki

6.7/10
M

Maid Online Interpreter

6.7/10
T

The Retrofit Source

6.7/10
N

NJM

6.7/10
E

Elegra d.o.o.

6.7/10
U

Used Auto Parts & Junk Cars for Sale

6.7/10
R

ROE Visual

6.7/10
F

Flapper

6.7/10
R

Reserve Airport Parking at the Lowest Rates

6.7/10
C

Comprar Acciones, CEDEARs, Bonos, Dólar MEP, Opciones y ONs

6.7/10
D

Driving Test Success

6.7/10
L

Lucía, mi pediatra

6.7/10
J

JD Power Autovista24

6.7/10
E

Electronics For You – Official Site ElectronicsForU.com

6.7/10
G

Goo-net Exchange

6.7/10
G

Geely Global

6.7/10
R

Rector: Fast PHP Code Upgrades & Refactoring

6.7/10
M

Maison d'auto

6.7/10
H

Homemade Circuit Projects

6.7/10
W

Wyoming State Parks, Historic Sites, & Trails

6.7/10
U

USBclean

6.7/10
B

BMW Parts

6.7/10
P

PIAA Corporation

6.7/10
H

Home

6.7/10
D

Deep OBD

6.7/10
F

Feedback

6.7/10
G

Goldblatt + Singer

6.7/10
G

Growth Mechanics

6.7/10
S

Stratview Research

6.7/10
M

Mondial de l’Auto 2026

6.7/10
M

MOBOTIX AG

6.7/10
S

Sacar Ciudadanía Italiana

6.7/10
T

THE BROWNIE CAMERA PAGE

6.7/10
H

Historical Dictionary of Science Fiction

6.7/10
O

Overview

6.7/10
Z

Zapmap

6.7/10
Z

Zero2Turbo | High-Performance Car News, Reviews and Videos from South Africa

6.7/10
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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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