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.

320,649
Brands Scored
4.0/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 320,649 Automotive Brands

AI-Ready8-10
<1%
85
Getting There6-7
7%
21,688
Needs Work4-5
62%
199,643
Not Discoverable0-3
31%
99,233

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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320,649 brands scored - page 123 of 3,207

M

Metal Additive Manufacturing Solutions - amace Solutions

6.1/10
C

Cars in India

6.1/10
A

American Tire Depot

6.1/10
M

magazine 4x4 gratuit préparations rallye raid accessoires équipements

6.1/10
A

Auto Repair in El Cajon, CA - El Cajon Tire Pros Icon

6.1/10
W

Welcome to Our Chevy Dealer near Novi, MI

6.1/10
P

Parra Car Care

6.1/10
T

Tech N Bio

6.1/10
P

ParanormalResearchOnline

6.1/10
B

BMS PowerSafe®

6.1/10
G

GUMPERT Nathalie 'First Edition' — Roland Gumpert

6.1/10
H

Home

6.1/10
C

Copart VIN Check

6.1/10
A

Automotive Repair Home | Tuffy Winter Springs | Winter Springs Outline of a telephone with sound waves emitting from it.Clock icon showing time at 4:05.Black and white location pin icon.Black location pin icon.A phone icon with sound waves, suggesting a call.

6.1/10
L

Lundbergs

6.1/10
U

University Auto Center

6.1/10
W

WIR SIND KRAIBURG AUSTRIA

6.1/10
E

Eggy Car Game

6.1/10
W

WiperExpress

6.1/10
E

Escape Road

6.1/10
S

Stewart Auto Repair Inc

6.1/10
G

German Auto Repair Oceanside CA

6.1/10
F

fluentinteriors

6.1/10
M

Motorcar Paint

6.1/10
I

Invoice Pricing

6.1/10
H

Home

6.1/10
T

Tipp Oil

6.1/10
S

Synonymy

6.1/10
C

Cedar Rapids IA Tires, Auto Repair Shops

6.1/10
A

Autodevot

6.1/10
M

Mykey Locksmith

6.1/10
L

Lakeside Buggies

6.1/10
E

EngineTroubleCode.com

6.1/10
P

PICTUREBOOKMONTH

6.1/10
F

French fishing charter and guide in Normandy

6.1/10
R

Ron's Garage | Auto Repair Ann Arbor MI | Brake Repair | Ron's Garage Ann Arbor, MI Auto Repair

6.1/10
C

Central Coast Carts

6.1/10
S

Shop4D

6.1/10
A

Acura Peabody

6.1/10
M

MAHLE Powertrain

6.1/10
H

Hendrick BMW Charlotte

6.1/10
T

Town N Country Tire & Auto Center

6.1/10
M

Marine and Fishing equipment Distributor Dubai

6.1/10
S

Scherdel

6.1/10
C

Carleasingmadesimple.com

6.1/10
G

Green Tiger Group

6.1/10
E

Expert Asian Auto Repair in Rohnert Park, CA | Automotive Excellence Black location pin icon.

6.1/10
C

CMC Tire

6.1/10
H

How to Navigate Sustainable SEO Practices in Australia | All About Egypt

6.1/10
M

Masterforest

6.1/10
E

Eagle Towing & Wrecker Service

6.1/10
9

9To5Civil

6.1/10
A

Auto Repair in West Columbia, SC

6.1/10
O

Osprey Storage

6.1/10
E

Everrati™ - Electrifying Icons

6.1/10
O

Orange Motors

6.1/10
S

Stengel Bros Inc. - Springs, Steering, and Suspension Specialists

6.1/10
S

StreetKing Custom Wheels and Tires

6.1/10
S

Spells & GunsHome Page

6.1/10
A

Azuna

6.1/10
P

Pacific Motorsports

6.1/10
F

favouriteauto

6.1/10
A

Auto

6.1/10
A

AutoCerfa

6.1/10
J

Jaguar White Plains

6.1/10
A

Auto Repair Shop in Loveland, CO | Admiral Auto Care Reviews Icon

6.1/10
S

Signal Garage Auto Care

6.1/10
W

We are The Green Power.

6.1/10
D

Damper Doctor

6.1/10
M

Mobile Mechanic Pros of New Orleans

6.1/10
B

B2BFAB

6.1/10
K

KOBAZOGLU NETWORK

6.1/10
A

Allan\'s Diesel Truck Service

6.1/10
R

Roger Dean Chevrolet Dealer in Cape Coral FL

6.1/10
N

New & Used Chevrolet Dealer San Angelo TX

6.1/10
T

Tracking Mantra GPS

6.1/10
F

FULLCARX

6.1/10
N

New Subaru Dealership & Service Center In Naples, FL

6.1/10
C

cargobeamer.com

6.1/10
M

Mobile Eco Tuning

6.1/10
R

Raptor Racing

6.1/10
L

Locksmith Service in Ballwin, MO

6.1/10
M

Mopar1973Man.Com

6.1/10
M

Motoscoot

6.1/10
M

Motrparts

6.1/10
M

Mould King Corp

6.1/10
A

Auto Locksmith Philadelphia - Local Locksmiths In Philadelphia

6.1/10
J

Jacksons Auto Care

6.1/10
F

Fuel 1 Direct

6.1/10
S

SVG Auto Group

6.1/10
A

Auto Repair Westerville, OH | Joe's Service Station CloseClose

6.1/10
K

K & M Auto Services |

6.1/10
2

2026 World Car Awards :: World Car Awards

6.1/10
K

Ken's Automotive

6.1/10
T

Tjekvik | Self-Service Solutions for Dealerships

6.1/10
K

Kutecar - To Enhance Your Driving Experience

6.1/10
N

Nichibo Japan

6.1/10
W

What Makes Buying a Used Car in Australia an Artistic Endeavour? | Stations Web

6.1/10
L

Lloyd\'s Automotive

6.1/10
O

OctoClassic

6.1/10
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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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