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.

735,810
Brands Scored
3.7/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 735,810 Automotive Brands

AI-Ready8-10
<1%
135
Getting There6-7
5%
37,803
Needs Work4-5
53%
388,205
Not Discoverable0-3
42%
309,667

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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735,810 brands scored - page 36 of 7,359

N

Noform

6.6/10
C

Construction Materials Testing Equipment

6.6/10
S

Segwise AI Creative Strategy and Ad Generation

6.6/10
S

Sensi

6.6/10
A

Auto Body Repair & Auto Glass Repair

6.6/10
F

FoxAlien

6.6/10
C

Chameleon Memes

6.6/10
X

XWMECH

6.6/10
S

Samson Sky

6.6/10
A

Ayuntamiento de Sevilla

6.6/10
F

Free Mock Theory Test

6.6/10
H

Home page

6.6/10
S

Sell your car the easy way

6.6/10
P

PureCars — Automotive Digital Marketing & Business Intelligence For Dealers

6.6/10
A

ACV Auctions

6.6/10
O

OmniChat

6.6/10
T

TIMESBULL

6.6/10
B

Beautiful Life | online magazine

6.6/10
B

Bookipi

6.6/10
M

Mojio

6.6/10
F

Ferrovial

6.6/10
T

The Centre for Evidence

6.6/10
R

RadioCodePro - Unlock Your Radio, Anytime, Instantly.

6.6/10
W

Welcome to NSK Global Website - Bearings, Automotive Products, and Precision Machinery and Parts

6.6/10
S

Smart Fog

6.6/10
A

Archive of Formal Proofs

6.6/10
L

Louez la voiture de votre choix

6.6/10
P

Plymouth Rock Assurance | Car Insurance and Home Insurance

6.6/10
F

Fuelio

6.6/10
M

MADNESS Autoworks

6.6/10
W

WOW Carwash

6.6/10
O

OviLex Software

6.6/10
E

evway

6.6/10
A

Astrobotic

6.6/10
S

Sectigo® Official

6.6/10
U

US Insurance Agents | US Insurance Agents works hard to provide our users with a fast and simple way to get and compare insurance rates for multiple lines of insurance.

6.6/10
A

Alabama Port Authority

6.6/10
A

Autonomous Endpoint Platform

6.6/10
J

JB Tools

6.6/10
K

Kimmel & Silverman, P.C.

6.6/10
H

HDAW 2027

6.6/10
S

Simple Fleet Maintenance Software and Management System: AUTOsist

6.6/10
A

AutoScout24

6.6/10
O

OBD Software, Vehicle Diagnostics, Scan Tools

6.6/10
F

Firstleaf

6.6/10
P

Prestone® Total Protection

6.6/10
C

CIRCLE TRACK WAREHOUSE | PERFORMANCE RACING DISTRIBUTOR | AUTOMOTIVE PARTS

6.6/10
B

BMCargo

6.6/10
E

Elevated Black Car & Chauffeur Service

6.6/10
J

J.D. Neuhaus

6.6/10
A

Alberta Motor Vehicle Industry Council

6.6/10
R

Roman Austin Car Accident and Personal Injury Lawyers

6.6/10
S

Smart Motorist

6.6/10
E

EV Adept

6.6/10
N

Naslovna

6.6/10
A

Advanced Vehicle Technology Competitions

6.6/10
B

BC Racing

6.6/10
L

Liputan6

6.6/10
L

Looby By Stephen Bliss

6.6/10
K

Karnas Law Firm

6.6/10
F

FINN

6.6/10
T

Textbooks.DaD

6.6/10
P

Pekin Insurance

6.6/10
D

Driven to Write

6.6/10
V

VentorTech

6.6/10
P

Pacific Drive

6.6/10
I

International Driving Authority

6.6/10
T

Tip Top Jar

6.6/10
H

Home

6.6/10
P

Pontarelli Chicago

6.6/10
T

TrackingFox | Car OBD GPS Tracker

6.6/10
L

LeadLocate

6.6/10
O

Official Toyota Bahrain Website

6.6/10
L

Laser Appraiser

6.6/10
F

FindPigtails.com

6.6/10
O

Open Roads

6.6/10
P

plegium.com

6.6/10
E

Expressway Parking

6.6/10
M

Mobile Car Care | Fresh Car

6.6/10
R

Rocket Express Car Wash

6.6/10
N

NX Automotive Transport

6.6/10
M

Motoroids | Quality website for daily auto news, in-depth car and bike reviews from India

6.6/10
B

Base Explorer

6.6/10
O

OEM Parts

6.6/10
M

My Car Does What -

6.6/10
E

El Ágora Digital

6.6/10
E

ETAS

6.6/10
E

El Castellano

6.6/10
R

RFEBM

6.6/10
C

Custom Packaging, Custom Boxes, and Wholesale Boxes

6.6/10
F

fretjam.com

6.6/10
T

Toyo Tires

6.6/10
C

Concept Art World

6.6/10
A

Autel Energy

6.6/10
S

Special Forces

6.6/10
S

Story Cars

6.6/10
S

Society of Engineering Science

6.6/10
A

Applied Intuition

6.6/10
T

Transport Evolved

6.6/10
A

Affinity Magazine

6.6/10
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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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