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 147 of 3,197

V

VIP Golf Cart Service is a golf carts dealership located in Walnut Creek, CA. Offering multiple kind of services, near Lafayette and Danville.!

6/10
N

North County Cadillac

6/10
D

Dirt Legal -

6/10
J

Jeff Wyler Eastgate Chevrolet

6/10
T

Tree Service Experts in Branson, MO

6/10
A

Auto Republic

6/10
A

Auto Repair in Kirkland, WA

6/10
B

BMW of Rockville

6/10
L

Lakes Body Shop

6/10
K

Kennedy Marketing Group, Inc.

6/10
N

New and Used Chevy Dealer in Wendell NC

6/10
K

Kia Dealership Greenville SC

6/10
C

Commercial & Residential Glass Fabrication & Service

6/10
M

Mile High Car Co

6/10
N

New Buick & GMC Dealer Near Me

6/10
R

RV Life is Good

6/10
M

Mid South Transport

6/10
C

CSC Industrial Sales & Service - Serving the Carolinas Since 1986

6/10
H

Honda Dealer in Clinton Township, MI

6/10
B

Bearing-Belt and Chain, Inc

6/10
A

Atlantic Tire & Service

6/10
N

New & Used Ford Dealer Rockingham

6/10
G

Girsh Development

6/10
A

AutoNation VW Mall of Georgia

6/10
S

Southbelt Repair and Supply Inc.

6/10
N

Naz Motorsport

6/10
M

Mighty Auto Pro

6/10
F

Fast Intentions

6/10
N

New & Pre

6/10
N

Northwest European Autoworks - Bellingham's Top European Service & Repair

6/10
J

Jeffrey Nissan

6/10
H

Hendrick Collision

6/10
V

Van Horn Hyundai of Sheboygan

6/10
C

Ciocca Hyundai of Quakertown

6/10
U

UNITS Moving and Portable Storage

6/10
A

Alabama Clean Fuels Coalition

6/10
S

Subaru Dealer in Yakima, WA

6/10
Y

Your Family

6/10
J

Jean Chery

6/10
U

Used Auto Dealer in Utica, NY

6/10
P

Pride Auto Export

6/10
N

New & Used Car Dealer

6/10
R

RG3 Collision

6/10
K

Koala Motorsport Inc: Expert Auto Repair in Novelty, OH

6/10
W

WP Mechanic

6/10
M

Malki Law Firm

6/10
M

My Site

6/10
B

Big 10 Tire Pros | Automotive Repair and Tire Sales Calendar icon with a check mark.Car on a lift. Black car raised by a black mechanical lift.Black coupon with a percentage symbol.Black location marker.Black and white icon of a tire next to a stack of tires.A black circle with a white checkmark.Check mark inside a black circle.Check mark inside a black circle.Black circle with a white checkmark inside, indicating approval or completion.Black circle with a white checkmark, indicating a successful action or confirmation.Black circle with a white checkmark, indicating a selection or completion.Five black stars in a row, representing a five

6/10
C

Commonwealth Nissan

6/10
N

Nissan Dealership Fairfield CT, Bridgeport

6/10
P

Porsche Spare Parts & Tuning

6/10
B

Bench Industries - Grain Cleaners, Seed Cleaners, Color Sorting

6/10
S

Seattle Auto Repair - Lake City Autoworks Working Hours

6/10
N

NBS INC -

6/10
F

Family Auto of Greenville

6/10
M

Mark Miller Auto Group

6/10
B

Birdsong Automotive

6/10
L

Life EV

6/10
N

Northpoint Chrysler Dealer in Derby VT

6/10
T

The Tire Reviews

6/10
C

Collins Bros Jeep

6/10
A

Auto Technic BMW Mercedes Vintage

6/10
J

Jackson Chrysler Dodge Jeep

6/10
I

Iafrate Construction

6/10
M

Marion Subaru

6/10
H

Hart Fueling Service

6/10
V

Vancampen Motors

6/10
H

Hooker Towing LLC

6/10
A

ACE Racing Engines

6/10
Y

Young Collision Center

6/10
A

AdWrap Graphics

6/10
N

NY Auto & Home Insurance Agent Dennis Moore - State Farm®

6/10
N

New Subaru & Used Vehicles Dealership in White River Junction VT

6/10
A

A

6/10
A

Auto Repair in Houston, TX

6/10
A

Apex Auto Pros

6/10
G

garagedoorsvancouverwa.com

6/10
8

850 Autos

6/10
N

New Nissan and Used Car Dealer Serving Harrison

6/10
S

SCOUT

6/10
R

Radiator Shop

6/10
C

College Station Ford

6/10
M

MobileTech

6/10
B

Brundage Bone Concrete Pumping

6/10
G

George Coleman Ford Near Greenville, SC

6/10
C

CAVALLINO RISK MANAGEMENT, INC. – TRUCK INSURANCE SPECIALISTS -

6/10
L

Land Rover Scarborough: New And Used Luxury Car Dealership

6/10
C

Car Dealer Supplies & Fleet Branding Accessories

6/10
A

Auto Color Inc

6/10
R

Residential Window Glass & Screen Door Repair, Parts Replacement, New Storm Windows and Screens Worthington, Columbus OH & Surrounding Areas

6/10
S

Solomon CDJR Carmichaels

6/10
R

Russell Garage Door Repair

6/10
M

Moss Transports

6/10
H

Home

6/10
T

Turn And Burn Motors - Financing for Everyone!

6/10
A

AutoNation Ford Dealership in Corpus Christi, TX

6/10
A

Angler Recycling Group

6/10
C

Cadillac of Birmingham

6/10
K

Kenly Kenly Chevrolet, Inc.

6/10
S

Star Collision 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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