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.

320,625
Brands Scored
4.0/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 320,625 Automotive Brands

AI-Ready8-10
<1%
82
Getting There6-7
7%
21,120
Needs Work4-5
61%
196,703
Not Discoverable0-3
32%
102,720

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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320,625 brands scored - page 3172 of 3,207

S

Spider Transport

1.7/10
P

Penalty Box

1.7/10
M

Miami Chemicals

1.7/10
G

Great Lakes Cold Logistics

1.7/10
W

Welz Tool Machine & Boring Co., Inc.

1.7/10
J

J & D Auto Sales

1.7/10
P

PRESS ICON

1.7/10
H

Home

1.7/10
D

Deluxe Finish Epoxy Garage Floors

1.7/10
A

All RV Brands, Live Chat Assistance!

1.7/10
G

Guy Willis Inspection Company

1.7/10
T

Tenn

1.7/10
C

ComGen

1.7/10
M

Mayco

1.7/10
J

Jacksonville Truck Center

1.7/10
U

United Starter & Alternator, LLC

1.7/10
H

Home

1.7/10
C

Contact Me

1.7/10
P

Product Design

1.7/10
H

Home

1.7/10
A

ActivateX

1.7/10
C

Columbia Auto Group LLC

1.7/10
K

K&L Auto Sales, Inc.

1.7/10
K

K & M Auto Sales LLC

1.7/10
T

The Goshawk Society

1.7/10
W

Welcome to Flash Truck Lines which is located in El Paso, Texas.

1.7/10
D

Drive Now FL

1.7/10
H

Hop's Cars LLC

1.7/10
A

allanpipefab

1.7/10
C

Contigo Rent a Car

1.7/10
K

Kokomo Motors

1.7/10
L

Legendary Automotive Inc

1.7/10
A

AudioComp

1.7/10
C

Concrete Beach Motorsports

1.7/10
M

Marius Alsevi |

1.7/10
A

Author Dwai Lahiri

1.7/10
A

Auto Insurance, Home Insurance, Business Insurance, Life Insurance, Health Insurance Rates and Quotes

1.7/10
B

Beiermann Automotive

1.7/10
G

GTCustomZ Home

1.7/10
W

Window Wiper Technologies

1.7/10
H

HR Automotive

1.7/10
P

Pitbull Towing is on Vacation

1.7/10
C

Crazy Hydraulics - Auto Parts For Part Of The Price.

1.7/10
B

Bernstrom Oil Co.

1.7/10
A

Asa Jay's Personal Web Pages

1.7/10
F

Family Automotive Service Center

1.7/10
G

GARAGE BOGLIA

1.7/10
H

Harleys Trailers

1.7/10
B

Bullocks Auto Sales

1.7/10
A

AWordPressSite

1.7/10
H

Harry Buchelly Site

1.7/10
E

Econo Auto Service

1.7/10
B

Brian's Toledo Towing

1.7/10
U

urbi

1.7/10
.

.: Kukumo Webs :. Hosting Argentino

1.7/10
D

Dongzhou Game Limited

1.7/10
H

Hub Premier

1.7/10
G

Goldap

1.7/10
C

Car Stereo Upgrades Today! - Your Personal Automotive Technician

1.7/10
K

Karpenko Kustomz

1.7/10
B

Becker's Automotive

1.7/10
B

Baton Rouge Website Design

1.7/10
D

Denny's Auto Machine Inc

1.7/10
N

NRPC

1.7/10
N

NiuJaus — Tu primera casa, sin enredos

1.7/10
1

1982 Trans Am

1.7/10
S

Shop Nissan of Fort Myers and Nissan of Cape Coral

1.7/10
S

SMITH EQUIPMENT LLC                                                       330-680-4687

1.7/10
L

Lightning Clean Car Wash

1.7/10
F

Florence Maxi Storage

1.7/10
C

Coming Soon

1.7/10
A

Auto Appraisals & Arbitration​​

1.7/10
U

Unique 1 Auto Sales llc

1.7/10
L

Leone Motor Works

1.7/10
E

e

1.7/10
H

Home

1.7/10
H

Home

1.7/10
K

King Ferry Repair

1.7/10
S

Smart Kart Notes

1.7/10
M

MR Manufacturing

1.7/10
P

Pro MUFFLER

1.7/10
B

Burton Auto Deals Ltd.

1.7/10
S

Steggie’s Garage

1.7/10
C

Corner Auto Body, Cadott, WI

1.7/10
A

Altec Crane Parts, Offering the Full Line Of Altec Crane Parts New and Used.

1.7/10
W

Wright Aviation Maintenance, Danbury Airport (KDXR), CT

1.7/10
W

Walkers Marine Transport - Hauling your vessel or vehicle anywhere in the USA

1.7/10
M

MX Worx - Motorcycle Services - ENGINE • SUSPENSION • FRAME • AND MORE <strong>MX WORX</strong> 15170 Dickinson White Pigeon, MI 49099 <a href="tel:269-464-0169">269-464-0169</a> <a href="mailto:[email protected]">[email protected]</a>

1.7/10
C

Cheng Pang Motors

1.7/10
P

Plainsman Tire

1.7/10
P

Page Title

1.7/10
D

Desco USA

1.7/10
G

Gasparini Tires

1.7/10
A

Atlantic Rolloffs

1.7/10
H

Home Helpers

1.7/10
C

Country Towing

1.7/10
O

Oneill's Collision, Inc.

1.7/10
A

Amerishine

1.7/10
U

UtahDunks.com

1.7/10
O

Official Site of Finmans Motorcar Company

1.7/10
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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 4.0/10 means for automotive brands

The average Automotive brand we've scored sits at 4.0/10. 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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