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.

319,628
Brands Scored
4.0/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 319,628 Automotive Brands

AI-Ready8-10
<1%
83
Getting There6-7
7%
21,931
Needs Work4-5
63%
200,440
Not Discoverable0-3
30%
97,174

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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319,628 brands scored - page 146 of 3,197

B

Bob Pion Buick GMC & Used Car Dealer in Chicopee, MA

6/10
L

Lia Toyota of Northampton

6/10
N

New Acura for Sale

6/10
C

Custom Colors

6/10
T

The Detroit Garage

6/10
U

Ultimate Shine Car Wash: Clean Your Car, Truck, or SUV at Our Premium Tunnel Locations

6/10
M

Metro Mazda of Mesquite

6/10
T

Taylor Auto Repair

6/10
C

Chicago Car Keys

6/10
M

Munro Collision

6/10
C

Chevrolet Dealership in Lake Wales FL

6/10
A

Auto Repair in Hickory, NC

6/10
H

Home in Sacramento, CA

6/10
T

TBM Brakes

6/10
M

Mercedes

6/10
L

Leasing vs. Buying a Nissan

6/10
A

Auto Repair in Louisville, KY

6/10
B

Balise Subaru

6/10
U

ULTIMATE COLLISION REPAIR, INC. | Edison, NJ A black and white icon with a check mark in a circle on a white background.A line drawing of a mechanic holding a wrench and a car.A black and white icon of a car on a white background.A black and white drawing of a house with a roof.

6/10
J

John Johnson Select Used Cars

6/10
G

Garage Alpha

6/10
T

Towson Economy Auto Rental

6/10
T

Tow Truck Baton Rouge LA

6/10
P

Planet Lincoln Dallas

6/10
N

New and Used Hyundai dealership in Mahwah

6/10
S

Smartliner USA

6/10
C

Chrysler Jeep Dealership in Littleton, CO

6/10
D

Drug and Safety Solutions

6/10
N

Nissan Dealership in Fayetteville, NC

6/10
D

DeMontrond Chrysler Dodge Jeep RAM In Conroe, TX

6/10
E

EAS Tire & Auto

6/10
K

K & M Auto Repair

6/10
A

Access & Mobility Products

6/10
R

Roswell's Roswell Hyundai

6/10
C

Clear Bra North Dallas

6/10
N

New Audi, INFINITI, Acura, Volkswagen, Jeep and Pre

6/10
M

Morrie's Chippewa Falls Chrysler Dodge Jeep Ram

6/10
S

Sames Laredo Chevrolet

6/10
C

Clairvo

6/10
J

JBS Industries

6/10
A

Auto Repair in Port Jervis, NY | 1st Class Alignment & Repair STAR RATING

6/10
S

Seymour Ford

6/10
E

EZAccessory

6/10
A

Auto & Home Insurance in Huntington Station NY A car is sitting next to a piece of paper with a check mark on it.A black and white icon of two hands holding each other over a house.A black and white icon of a briefcase with a shield on it.A black and white silhouette of a bus and a concrete mixer.A black heart is floating in the air on a white background.A row of black stars on a white background.A row of black stars on a white background.A row of black stars on a white background.

6/10
A

Aloha Kia Airport

6/10
L

Layton Carcare Autobody & Automotive Repair

6/10
B

Best Used Car Dealership in Philadelphia

6/10
H

Hondru Chevrolet of Manheim

6/10
C

Chrysler Dodge Jeep RAM Dealership

6/10
I

Imperial Valley GM

6/10
D

Don Small & Sons Oil Distribution Corporation Main Office

6/10
D

Diesel Tech 1

6/10
S

Specialized Employment Training & Staffing | MaintenanceBest

6/10
A

Autohaus Frankfurt Murrieta

6/10
E

Elder Mitsubishi

6/10
L

LDH Web Services

6/10
F

Find New and Used Chrysler Dodge Jeep near Dallas, TX

6/10
N

New and Used Mitsubishi Vehicles

6/10
E

Eagle Transmission & Automotive Repair

6/10
W

Welcome to Steele Hyundai Kyle

6/10
W

Wrap Bullys

6/10
H

Honda & Acura Auto Care in Las Vegas | Zenith Auto Care Reviews Stars Rating

6/10
C

Cranemasters

6/10
W

Waynesburg Chevrolet Dealer in Waynesburg PA

6/10
P

Plan B Autobody

6/10
O

Oceanside Motorsports

6/10
Y

Yachting Solutions

6/10
S

Schoppe Insurance Agency

6/10
H

Harris Tire

6/10
N

New & Used Toyota in Dealer Lynchburg, VA

6/10
V

Visit Deacon Jones Hyundai

6/10
C

Chevrolet, Buick, GMC, Subaru & Hyundai

6/10
B

Brickell Mazda

6/10
Y

Your Local New & Used Subaru Dealer

6/10
T

Todisco Towing

6/10
S

Savage 4x4

6/10
E

emorymotorsports

6/10
C

Community Labor Partnership

6/10
T

Texas Truck Tire

6/10
M

Measure Water in Oil Inline Real-time

6/10
C

Cedar Springs, MI Auto Service and Auto Repair Shop

6/10
C

CDJR Dealership in Taylor, MI

6/10
F

Forklift Batteries & Power Solutions

6/10
T

T & D Automotive

6/10
V

Volkswagen Dealer in Fort Smith, AR

6/10
B

Buck's Island

6/10
C

Centennial, CO AutoNation Dealership

6/10
M

Motobuys

6/10
H

HEART Certified Auto Care

6/10
M

Martinez Powersports

6/10
Y

Your Local Chrysler Dodge Jeep Ram Dealer Montrose, CO

6/10
N

New & Used Lexus Dealership In Atlanta, GA

6/10
N

National Dodge Chrysler Jeep Ram Dealer in Jacksonville, NC

6/10
F

Freightliner of Toledo

6/10
L

Lighthouse Automotive

6/10
F

Ford Dealership Ogden, UT

6/10
M

mikeauto

6/10
S

Semi-Auto Glass

6/10
T

The Wash Shop - Happy cars, happy drivers.

6/10
K

Kaiser Auto Repair

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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