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.

320,710
Brands Scored
4.0/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 320,710 Automotive Brands

AI-Ready8-10
<1%
83
Getting There6-7
7%
21,917
Needs Work4-5
63%
200,605
Not Discoverable0-3
31%
98,105

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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320,710 brands scored - page 152 of 3,208

V

Valley Truck Parts

6/10
K

Kia Downtown Los Angeles

6/10
N

Norcal Carports

6/10
S

Southern Tree Care

6/10
C

Carrollton GM Dealer in Carrollton TX

6/10
4

4PLAY Wheels

6/10
B

Boulevard Cadillac in Signal Hill

6/10
B

BumperPlugs.com

6/10
B

Boyd's Tire & Service

6/10
S

Spearfish Equipment

6/10
S

Spokane Valley Auto Repair - AutoCraft Icon

6/10
C

Chimney Rock Car Care

6/10
B

Buzz's Automotive

6/10
R

Reliable Auto Solutions

6/10
H

Halo Mobile Detailing

6/10
V

Vision Collision

6/10
G

Gregg Orr Honda

6/10
C

Central Florida Toyota

6/10
E

English (North American)

6/10
D

D3 Auto Sales

6/10
A

Auto Bandits

6/10
S

Sherwood Chevrolet Inc

6/10
L

Lee GMC Truck Center

6/10
M

Modern Aluminum Castings

6/10
T

The Port - Caddo-Bossier

6/10
L

Lux Collision Center

6/10
I

Industrial Powder Coatings - Quality powder coating for over 50 years.

6/10
F

Frank's Servicenter

6/10
M

Matrix Autoworks

6/10
T

Tina Choi - State Farm Insurance Agent in San Jose, CA

6/10
V

Vanguard Motors

6/10
B

Baker Engineering

6/10
T

Towing Services Albany, NY | Capital District Towing CloseClose

6/10
M

Mercedes

6/10
U

Used Heavy Equipment in Arizona

6/10
A

Auto Repair Rockledge FL - Mechanic Near Me - Oil Change

6/10
B

B-Rod or Custom

6/10
A

AutoNation Hyundai Columbus

6/10
M

MotoExpo

6/10
F

Family Auto Service

6/10
P

PATRICK MOTORSPORTS USA

6/10
S

Schaefer Automotive - Repair & Maintenance in Swansea IL

6/10
C

Cramer Airport Parking

6/10
S

Shermans Auto Repair

6/10
C

currentmotor

6/10
H

Hilltop Nissan

6/10
L

Lisac's Tire

6/10
N

Nottingham Auto Group

6/10
A

Alliance Diesel | Alliance Diesel And RV Repair

6/10
C

Charlotte Vehicle Wraps

6/10
T

Trucks & Auto Auctions

6/10
H

Hillside Auto Repair

6/10
L

L Zimmerman

6/10
E

Esty's Auto Center

6/10
C

collisionandclassics

6/10
A

Alla Lighting Automotive LED Bulbs

6/10
L

Larson Auto Works

6/10
F

Flying Toad Graphics

6/10
M

Mean Green Products

6/10
L

Legacy Tractor Sales & Service

6/10
F

Flower City Collision

6/10
N

New and Used Car Dealership

6/10
C

CALCOAST-ITL

6/10
R

Resolute Logistics

6/10
B

Buckeye Group Dealer in Buckeye AZ

6/10
R

Robarge Collision

6/10
C

Cambridge Honda

6/10
F

Fuel Oil Delivery | Stewart P. Wilson, Inc Montour Falls, NY CloseClose

6/10
K

Kia of Puyallup

6/10
V

Valley River Chevrolet

6/10
A

AutoNation Acura Colorado Springs

6/10
A

Auto Wash Car Wash

6/10
F

Five Star Ford North Richland Hills

6/10
W

Waukesha Auto Repair - Hopson Automotive Clock

6/10
E

European Automotive Repair & Service In Arvada

6/10
C

Carmerica

6/10
T

Texas Towing

6/10
N

National Standard

6/10
E

EZ-Tools USA LLC.

6/10
H

Herlong Chevrolet in Batesburg

6/10
B

Barton Automotive Services

6/10
B

Battlefield Chevrolet in Culpeper, VA

6/10
T

The 19th Hole Magazine

6/10
D

Diepholz Auto

6/10
H

Home

6/10
A

Automotive Art

6/10
S

Specialized European & Asian Auto Repair | Import Car Specialists Phone IconClock IconFive yellow, five

6/10
N

Northeast Audi Club

6/10
W

Windward Dodge Chrysler Jeep RAM

6/10
C

Chevrolet of Fayetteville

6/10
T

Tires & Auto Repair in MD & PA

6/10
W

Wall Directory

6/10
P

Pista Film Solutions

6/10
P

Pittsburgh Nissan Dealer

6/10
T

Tanin Auto Electronix

6/10
T

Twin State Ford

6/10
P

Point S

6/10
M

M22 Detailing

6/10
A

A&L Motor Sales

6/10
T

The Off Road Pit

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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