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.

320,851
Brands Scored
4.0/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 320,851 Automotive Brands

AI-Ready8-10
<1%
81
Getting There6-7
6%
20,563
Needs Work4-5
60%
192,937
Not Discoverable0-3
33%
107,270

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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320,851 brands scored - page 3207 of 3,209

G

GARY’S TOWING AND SALVAGE FOR YEARS A DISASTER, See als

0.8/10
G

GARY’S TOWING AND SALVAGE FOR YEARS A DISASTER, See als

0.8/10
G

GARY’S TOWING AND SALVAGE FOR YEARS A DISASTER, See als

0.8/10
G

GARY’S TOWING AND SALVAGE FOR YEARS A DISASTER, See als

0.8/10
G

GARY’S TOWING AND SALVAGE FOR YEARS A DISASTER, See als

0.8/10
G

GARY’S TOWING AND SALVAGE FOR YEARS A DISASTER, See als

0.8/10
S

SONVUS

0.8/10
N

National Unity

0.8/10
A

AlWheels.com

0.8/10
A

abvibrookhaven

0.8/10
A

Albany Service Center

0.8/10
A

Antigaius — Drone motors made in the U.S. on demand.

0.8/10
B

bestenginecomputers

0.8/10
B

BUY TACOS 2 GO

0.8/10
Q

QA Paragon Primary

0.8/10
D

Dongguan Haiying Electronic Technology Co., Ltd /

0.8/10
E

Elite Motor Lines Inc.

0.8/10
H

horsthotel

0.8/10
H

Home

0.8/10
‎

‎

0.8/10
N

Namba Mechanic Private Limited

0.8/10
N

NT Garage Doors

0.8/10
N

Nashville Web Design 101

0.8/10
N

National Unity

0.8/10
N

National Unity

0.8/10
T

Trinity Mobile Mechanics

0.8/10
W

Western Slope Customs

0.8/10
W

westsideforeignauto

0.8/10
H

Home

0.8/10
T

Truck Parts Sales Inc : One stop shop for all your heavy duty needs!

0.8/10
M

mariettagahotel

0.8/10
B

Bay's Auto Repair

0.8/10
B

Best Acura

0.8/10
P

Pantacolor — Creative Innovation Engine

0.8/10
T

TACOM CONTRACTS (U.S. Army

0.8/10
F

FastLane Motor Fuels

0.7/10
B

Bolt Mechanics

0.7/10
2

24 Hour Towing Service NJ

0.7/10
H

Harley Beal

0.7/10
K

Keegan Pellizzetti

0.7/10
A

Albert Williams Site

0.7/10
H

Home

0.7/10
A

Aluminum Extrusion Profile - Aluminum Extrusion Profile

0.7/10
M

Morrow’s Automotive

0.7/10
U

US Grant & Sons Engineering

0.7/10
L

LightPolesUSA

0.7/10
S

Story Street Home

0.7/10
M

Maxim Gots P.Eng.

0.7/10
U

Untitled Document

0.7/10
H

HYTORC in Houston, TX makes the world’s best torque wrenches. HYTORC of Texas in Houston makes hydraulic, pneumatic, and electric torque wrenches.

0.7/10
H

HYTORC in Houston, TX makes the world’s best torque wrenches. HYTORC of Texas in Houston makes hydraulic, pneumatic, and electric torque wrenches.

0.7/10
H

HYTORC in Houston, TX makes the world’s best torque wrenches. HYTORC of Texas in Houston makes hydraulic, pneumatic, and electric torque wrenches.

0.7/10
K

Keter Tire USA

0.7/10
U

Untitled Document

0.7/10
M

MOTO2DE MOTOR SPORTS, LLC

0.7/10
C

Carmen Coach Limousine

0.7/10
D

Dealer Access

0.7/10
V

vhlaircraft

0.7/10
B

Barracuda Motors

0.7/10
9

911 Diagnostic

0.7/10
B

boxerworx

0.7/10
B

B and J Small Engine Repair

0.7/10
P

Prime Dispatch Solutions — Premium Logistics & Delivery Coordination

0.7/10
A

Abiding Care Haven Homes

0.7/10
A

auto

0.7/10
R

RayJay's Smokehouse Bar & Grill

0.7/10
D

Diaz Brothers Trucking

0.7/10
H

Home

0.7/10
M

mightypros

0.7/10
P

palmshademechanic

0.7/10
F

Filipinocars.com

0.7/10
F

Filipinocars.com

0.7/10
R

Replace My Keyz

0.7/10
F

FastLane Motor Fuels

0.7/10
B

Baroque Motors

0.7/10
A

Auto Repair by Walter

0.7/10
I

Início

0.7/10
H

Home

0.6/10
P

porkbun.com

0.6/10
A

Alice Langbrown

0.6/10
E

eyediah

0.6/10
A

aevdealerportal

0.6/10
W

Welcome!

0.6/10
V

VEGIMED

0.6/10
C

Carol Sings

0.6/10
E

exclusiveexhaustltd

0.6/10
A

Alex Auto Body

0.6/10
L

leesvillerecycling

0.6/10
S

Shiv shakti Motors

0.6/10
B

BI NATIONAL SMOG

0.6/10
I

Infinite Auto Tech, LLC

0.5/10
T

Tag Insurance Agency

0.5/10
B

Boat Covers,Bimini Tops,Awnings,Sail Boats, Yachts Enclosures

0.5/10
B

Bearing Distributors, Inc.

0.5/10
P

Penske Collision West Palm Beach

0.5/10
W

Web Hosting

0.5/10
A

Asier Rodriguez

0.5/10
C

Cargo

0.5/10
J

J&M Lawn Care

0.5/10
A

Annica Sidebrand

0.5/10
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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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