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.

323,702
Brands Scored
4.0/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 323,702 Automotive Brands

AI-Ready8-10
<1%
82
Getting There6-7
7%
21,889
Needs Work4-5
63%
203,903
Not Discoverable0-3
30%
97,828

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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323,702 brands scored - page 166 of 3,238

W

west delray collision center

6/10
U

Used Car Dealer In Henrico, VA

6/10
P

Pellegrino Auto Sales

6/10
A

Auto ER

6/10
N

New and Used BMW Dealer Alexandria VA

6/10
V

Visor Buddy

6/10
A

Atlanta New & Used Volvo

6/10
A

ADAC

6/10
N

New & Used Nissan Dealer Murfreesboro

6/10
G

Green & White Automotive

6/10
S

Spokane Valley European Auto Repair - EuroPro Automotive Location Icon

6/10
A

Auto Repair

6/10
C

CR Chrysler Dodge Jeep Ram of Adrian

6/10
N

New and Used Chevrolet in St Albans, VT near Burlington VT

6/10
E

Elite Collision Center

6/10
N

New Hyundai and Used Car dealership in Parma, OH

6/10
H

Hellman Chevrolet

6/10
N

New Chevy Vehicles and Used Cars for Sale

6/10
J

John Tapper Chevy

6/10
B

Basic Auto Ashland

6/10
B

BMW of Toledo

6/10
U

Used Audi, BMW, Mercedes

6/10
C

Clark's Car Care

6/10
P

Preferred Towing and Recovery LLC

6/10
A

Alan Jay Chevrolet GMC

6/10
C

Creative Visions

6/10
L

LMC Complete Automotive

6/10
M

Moose's Auto Tech

6/10
N

New & Used Ford Dealership

6/10
K

Kia Dealer Kingman AZ

6/10
A

Auto Repair Shop | Perfect Touch Auto Repair Car Engine IconCar Electrical IconCar Engine IconTransmission IconBrake IconSuspension IconDrive Axles IconCar AC IconOil Change IconOil Exhaust IconCar Repair IconCar Repair IconCar Repair IconCar Repair IconCar Repair Icon

6/10
M

Metrix Premium Chassis Parts

6/10
N

Nordic Plow

6/10
C

Crown Motors Holland, MI

6/10
I

iDeal Auto Sales of Staten Island, NY

6/10
C

Coogler's Auto Repair

6/10
B

Burns Hyundai

6/10
N

New Car Dealer & Used Car Sales Fargo ND

6/10
M

Maple Park Collision

6/10
B

Bartact

6/10
L

Lone Star Drills

6/10
T

Toyota Dealer Sandusky OH

6/10
M

Marketing Success

6/10
R

Rosen Hyundai

6/10
G

GWS Tool Group

6/10
B

Bergey's Chevrolet Plymouth Meeting, PA

6/10
C

Coin Displays

6/10
N

New, Pre

6/10
A

Auto Body Central | Personalized Attention, Perfect Results

6/10
C

Celebration Chevrolet

6/10
S

Subaru of Clear Lake

6/10
O

One Stop Truck & Equipment

6/10
M

Middletown Honda

6/10
A

Audi Owings Mills

6/10
L

Lamborghini Philadelphia

6/10
P

Patriot Honda of Danville

6/10
P

Pre

6/10
N

New Subaru and Used Cars Dealership in New London CT Secor Subaru

6/10
N

New and Used Chrysler, Dodge, Jeep and Ram dealership in Saltillo

6/10
R

Roger Beasley Mazda Georgetown

6/10
N

North State Auto

6/10
A

Archer Insurance Agency

6/10
M

Morris Motorsports

6/10
V

Volkswagen Dealer Franklin, TN

6/10
G

German Auto Group of Springfield VA | The Finest in German Auto Sales & Service

6/10
S

SpeedVision

6/10
T

Tomball Ford

6/10
N

New and Used Mazda Dealership

6/10
P

Power Audio & Tint

6/10
H

Harley Davidson Dealer

6/10
H

Harry's Tire Service - Tire Shop in Minot, North Dakota

6/10
R

Rick Case Alfa Romeo Davie

6/10
C

Clay Subaru

6/10
E

Extreme Auto Repair

6/10
H

Herb Chambers Hyundai of Auburn

6/10
U

Used Cars Dealership

6/10
T

Truck Tool Box

6/10
T

TeePublic

6/10
C

Cobra Tire

6/10
C

Chrysler Dodge Jeep Ram of Southampton

6/10
C

Consort Design

6/10
B

Bill DeLuca Chevrolet Haverhill

6/10
M

Mike Maroone Chevy South

6/10
C

Covington Pro Lube

6/10
Z

Zimmerman Truck Repairs - To be the best, you need to have the best.

6/10
M

Milwaukee Body Shop, Wisconsin Auto Repair

6/10
S

Stevens Marine

6/10
O

Oswald Service Inc

6/10
A

AutoNation Acura North Orlando

6/10
S

Scottsdale Ford Dealership

6/10
T

Toyota Dealership in Livermore CA

6/10
N

New and Pre

6/10
K

Ken

6/10
T

Tire World Utah

6/10
C

Cypress Overland

6/10
R

Riders Miami Motorsports

6/10
W

Wittrock Motor Company

6/10
S

Sangster Motors

6/10
C

Chrysler, Dodge, Jeep, Ram Dealership Nanuet

6/10
I

IMEX Model Company

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 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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