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.

319,766
Brands Scored
4.0/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 319,766 Automotive Brands

AI-Ready8-10
<1%
83
Getting There6-7
7%
21,898
Needs Work4-5
63%
200,417
Not Discoverable0-3
30%
97,368

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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319,766 brands scored - page 141 of 3,198

M

Mercedes

6/10
E

East Coast Truck Bodies

6/10
T

Tidewater Fleet Supply

6/10
H

Hegarty's Delivery Service, Inc.

6/10
M

Moving Truck Driver

6/10
Y

Your Local New & Used Chevrolet Dealer

6/10
C

Club Car®

6/10
P

Powersports Vehicle Repairs in Butler, PA

6/10
C

Coventry Motors

6/10
W

Wake ‎‎Forest New/Used Car Dealership

6/10
M

Mercedes

6/10
E

Edmonds Auto Repair - Factory Direct Tire Sales icon

6/10
O

Oil Change & Lube Services | Roadway Lube Plus llc | Conroe, TX A car is sitting on top of a shield with a check mark on it.A gas pump with a drop of gas coming out of it.A black and white icon of a car engine on a white background.A pair of black quotation marks on a white background.A pair of black quotation marks on a white background.A pair of black quotation marks on a white background.A pair of black quotation marks on a white background.

6/10
A

ATK Towing

6/10
D

Dan's Auto Center

6/10
R

Rock County Cycles Janesville, WI | Midwest’s Favorite Motorcycle Repair and Trike Conversion Destination

6/10
W

West Vail Towing & Roadside Assistance

6/10
C

Carr Subaru

6/10
A

AAA Disposal Service - Commercial and Residential Waste Hauling in Buckner, MO A white background with a few lines on itA white background with a few lines on itA black map pin with a white circle in the middle on a white background.Shield protecting a document with tables and graphs.A black and white arrow pointing in different directions on a white background.A black and white icon of a person wearing headphones.

6/10
W

www.calmoto.com

6/10
A

All Auto Unlock car Key 24hr Mobile Car Locksmith Unlock Car | All Auto Unlock Car key Mobile Locksmith for Car Lockout

6/10
F

Ford Dealership in Louisville KY

6/10
W

WMH

6/10
D

Diesel Power Group

6/10
L

Locksmith 775 | Reno Locksmith

6/10
N

New & Used Car Dealer in Long Island, NY

6/10
S

S.A Locksmith & Security | Locksmith San Antonio

6/10
C

Chevy Dealer in Little Falls, NJ

6/10
L

Locksmith Arizona

6/10
T

Tim Lamb Group: #1 Auto Dealership Broker in North America

6/10
L

Leno's Garage

6/10
C

Columbus Nissan Dealer in Columbus IN

6/10
H

Howell-Craig Insurance Agency | Cumberland, OH estimated_quoteArtboard 3

6/10
A

Arvu Auto

6/10
J

Jorgensen Chevrolet In Ephraim, UT

6/10
U

UNIKBET

6/10
P

Platinum Werks Collision Center and Auto Body Shop in Melbourne, FL

6/10
A

AutoSpa CW

6/10
T

TriState Collision Center

6/10
D

Dondelinger Hyundai

6/10
A

Auto Repair in Mesa, AZ | Desert Heat Auto LLC Reviews Star Rating Icon

6/10
D

De Amertek

6/10
S

Steve White Volkswagen

6/10
M

MotorHaus

6/10
J

Jaxness

6/10
B

Burdick Kia

6/10
M

mysite

6/10
O

O’Fallon Chevrolet Dealer in O'Fallon IL

6/10
B

Berger Briggs Insurance

6/10
N

New & Used Lexus Dealer

6/10
L

Luxury Dealership Arlington VA

6/10
G

Griffin Motors

6/10
M

Mr Transmission

6/10
T

Tunkhannock Ford

6/10
V

VIVID Auto Body Shop

6/10
B

Bock Auto

6/10
B

Bob and Ron’s Repair Service, Inc

6/10
F

FMC Automotive - Auto Repair and Service

6/10
T

The Huntley Group of the Carolinas, LLC

6/10
A

Auto Repair Daytona, Ormond, Palm Coast

6/10
D

Donalson Toyota

6/10
R

Richardson Bros Chevrolet

6/10
E

Elmhurst Ford

6/10
N

Newport Chrysler Dodge Jeep Ram

6/10
S

Super Ego Holding

6/10
Q

Quality Termite and Pest Control - Pest Control Services Company

6/10
B

Boat Dealership in Cape Coral, FL

6/10
T

Toyota Dealer in Hopkinsville, KY

6/10
N

New and Used Honda Dealer in Grand Forks

6/10
N

Nissan of Clinton, NC

6/10
B

Barnes Crossing Ford

6/10
R

RC Cars

6/10
C

Clearwater Group dealer in Pinellas Park FL

6/10
W

Ward's Wrecker Service Inc.

6/10
A

Auto Services

6/10
F

FastLap

6/10
S

Speedwash Car Wash

6/10
H

Hammer’s Autoworks

6/10
R

Riverside Chevrolet GMC

6/10
G

Garber Automall

6/10
N

New Genesis and Used Cars in HOMESTEAD, FL

6/10
W

Westlake, OH Ford Dealership

6/10
A

Andy\'s Towing

6/10
G

Garage Door Repair and Installation Company in Villa Rica, GA

6/10
M

McGregor Auto Service

6/10
C

Coastal Marine Services, LLC

6/10
P

Power Test, LLC

6/10
V

VP Auto Collision

6/10
H

Highly Rated Honda Dealer NW of Washington, D.C.

6/10
A

AW Trailer Sales & Service

6/10
W

Westside Transmission & Automotive Inc.

6/10
I

IMM Intense Motorsports Maui

6/10
C

Chevrolet Dealership

6/10
M

My Mechanic Inc. | Elmhurst - Clarendon Hills Auto Repair Experts

6/10
T

The Detail Dude

6/10
F

Frederick Auto Repair

6/10
B

bascom

6/10
O

Orinda Motors Inc.

6/10
P

Point Breeze Marina

6/10
R

Renaldo KIA

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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