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.

46,718
Brands Scored
4.8/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 46,718 Automotive Brands

AI-Ready8-10
<1%
302
Getting There6-7
24%
11,105
Needs Work4-5
65%
30,531
Not Discoverable0-3
10%
4,780

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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46,718 brands scored - page 419 of 468

W

W. W. Wood Products, Inc.

4/10
A

Alcon Tool

4/10
R

Roberts Insurance Group, LLC

4/10
C

CMG Engineers

4/10
R

RIM Custom Racks

4/10
C

Carolina Energy Solutions

4/10
E

Edwards Industrial

4/10
C

Calabasas Car Care

4/10
T

Transportation Risk Management Insurance

4/10
S

SECC Corporation

4/10
C

COPLASCO

4/10
S

SDS Resources

4/10
B

BCE

4/10
G

GES Biotek

4/10
D

Default page

4/10
Z

Zhongshan JuYuan Plastic Products Co.,Ltd

4/10
F

Fine Classic, Sports and Racing Car Specialists

4/10
W

Welcome

4/10
P

PMH Associates, Inc.

4/10
D

DYNAMAX Motor Oils

4/10
C

Cutting Oil Recycling Systems, Fluid Recycling Systems, Industrial Fluid Recycling Equipment

4/10
S

Sun Deep Inc

4/10
B

Bridge Auto Parts Inc.

4/10
C

Canela tools

4/10
H

Home

4/10
S

Subaru Power

4/10
R

R.V. Stich Construction

4/10
1

1stMILE

4/10
S

Steve Mehr Accident Lawyers

4/10
A

American Pattern

4/10
F

Florida's Largest and #1 Powersports Dealer

4/10
E

Emerald Harvest

4/10
C

Control Components

4/10
E

Engineering & Terminal Services, L.P.

4/10
H

Home -

4/10
A

Av8 Group

4/10
V

Vorst Paving

4/10
O

OPS Public Safety

4/10
I

Industrial & Electric Supply

4/10
A

AMS Automotive Marketing Solutions

4/10
B

Bali Cycling Operator

4/10
P

Primrose Alloys

4/10
L

Leliaert Insurance Agency

4/10
S

Site is created successfully!

4/10
H

Home

4/10
S

Steve Clark Auto Sales Fresno CA

4/10
T

The Network Doctor

4/10
S

Stored Energy Holdings (SEHI)

4/10
A

Allied Landscape

4/10
G

Grady & Associates: Home οΏ½ Engineering and Installing Structural Supports Fabricated from Strut in Atlanta, Georgia, and Texas

4/10
E

EP Marine & Offshore

4/10
V

Volos Tube Form Inc.

4/10
H

Home

4/10
E

Erickson Companies

4/10
L

LeadVision

4/10
O

Overhead Maintenance Solutions

4/10
C

Caleb Challenge

4/10
P

Peak Engineering

4/10
H

HARCO Services, LLC

4/10
C

Cuz Concrete, INC.

4/10
C

Chrisp Company

4/10
P

Pioneer Warehousing & Distribution β€” Liverpool, NY

4/10
W

Woodford Plywood, Inc.

4/10
M

Motorrevisie en cilinderkoprevisie

4/10
G

Galyean Insurance Agency

4/10
A

ACI Parts Plus

4/10
B

Baron USA, LLC

4/10
L

lumiode

4/10
W

Welcome to Tire Rack Street Survival. Real world. Hands

4/10
S

Scout 3D Printing

4/10
S

Songea

4/10
E

Evaporators for Wastewater Management

4/10
B

Black Eagle Consulting

4/10
P

Pifer's

4/10
A

Accumetrix New

4/10
G

GC EngineeringGC Engineering

4/10
S

SatelitTogel : Link Alternatif SatelitTogel, Daftar SatelitTogel, Login SatelitTogel

4/10
B

Best Manufacturing, Inc

4/10
T

Tavares Concrete Company, Inc.

4/10
D

Default page

4/10
J

Jerry Duncan Ford

4/10
M

MEP Designs

4/10
H

Hyperion Inc.

4/10
H

Home

4/10
W

Welcome to AVMA Insurance Services

4/10
R

Reed Hurst Trucking

4/10
D

David R. Hopkins

4/10
A

AggieTech Energy Services

4/10
M

M & D Truck and Equipment Sales

4/10
C

Cast Strategies LLC

4/10
P

PTG Tools

4/10
W

Wiegmann Associates - National Mechanical Contractor

4/10
P

PEM

4/10
T

Talanton Protection

4/10
W

Watershed Science & Engineering

4/10
R

Rausch USA

4/10
C

Canniloq

4/10
F

Florida Machine Works

4/10
U

United Steel Products

4/10
T

Top Shelf Storage & PALM COAST PENSKE 6 Hargrove Lane, Palm CoaST

4/10
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Score your automotive brand free

Want to improve your AI visibility score?

Read: AEO guide for Automotive brands β†’

What an AEO score of 4.8/10 means for automotive brands

The average Automotive brand we've scored sits at 4.8/10. 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.

Automotive AI visibility by city

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