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.

735,810
Brands Scored
3.7/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 735,810 Automotive Brands

AI-Ready8-10
<1%
135
Getting There6-7
5%
37,803
Needs Work4-5
53%
388,205
Not Discoverable0-3
42%
309,667

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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735,810 brands scored - page 35 of 7,359

J

Johnson RV

6.6/10
W

www.pixelmotion.com

6.6/10
L

Lucas Oil Products, Inc.

6.6/10
N

NOK & Freudenberg Sealing Technologies

6.6/10
C

Central Carolina Insurance Agency -

6.6/10
H

Hansen Plastics

6.6/10
D

Duke Farms

6.6/10
V

VP Racing Fuels, Inc.

6.6/10
B

Böllhoff Germany

6.6/10
T

TheArsenale

6.6/10
H

Helium SEO

6.6/10
A

Assurland.com

6.6/10
H

Hooniverse

6.6/10
T

the12volt.com

6.6/10
M

MTX

6.6/10
M

Microcontroller (MCU)

6.6/10
P

palmer-candy

6.6/10
H

Home

6.6/10
I

iCareerSolutions

6.6/10
C

Cheap International Calls and Unlimited Calling

6.6/10
D

Detail King Official

6.6/10
M

MG, Triumph, Austin Healey, Jaguar Parts & Accessories

6.6/10
F

Falken Tires

6.6/10
R

resqme, Inc. - The original car escape and seat belt cutter tool. Made in the USA. Make safety your priority!

6.6/10
A

ArmorThane® Polyurea Protective Coatings

6.6/10
D

Dairyland Insurance Quotes: Auto, ATV and Motorcycle Insurance

6.6/10
E

Electronic Components for the OEM

6.6/10
O

Ozen Engineering, Inc

6.6/10
A

Automoblog

6.6/10
T

The Engineers Post

6.6/10
D

Dealer Car Search

6.6/10
A

Autonomous Security Robots

6.6/10
S

SuperSprings International

6.6/10
C

CarCareKiosk

6.6/10
B

Builders Calculator Apps

6.6/10
H

Hovding

6.6/10
A

Antigravity Batteries

6.6/10
M

Main Website

6.6/10
C

Cabletiesandmore.com

6.6/10
M

Magnum Research, Inc. | Desert Eagle pistols and BFR revolvers

6.6/10
C

CarInsuranceComparison.com | Car Insurance Comparison

6.6/10
B

Bekins

6.6/10
T

The Pen Company ✒ Designer Pens, Pencils, Inks and more...

6.6/10
C

cararac.com

6.6/10
A

Advanced FLOW Engineering

6.6/10
R

Royal Purple

6.6/10
E

Emmaljunga

6.6/10
M

mph club

6.6/10
F

Find Salvage Cars at Salvagebid

6.6/10
Z

Ziebart

6.6/10
A

Automobili Pininfarina

6.6/10
M

Motor Era

6.6/10
B

Boone & Davis, Attorneys At Law

6.6/10
L

Law Tigers

6.6/10
H

Home

6.6/10
S

Sea Foam

6.6/10
L

Lime Rock Park

6.6/10
C

CARHENGE |

6.6/10
O

Old World Industries homepage

6.6/10
D

Dirt Legal

6.6/10
E

Engine Swap Depot

6.6/10
P

Prudential Uniforms

6.6/10
W

Waushara Argus

6.6/10
G

Gerber Collision & Glass

6.6/10
A

Amato's Auto Body - Import Auto Collision Repair Center

6.6/10
T

TouringCarTimes

6.6/10
C

Central HudsonEmergenciesSearchEmergencies

6.6/10
I

INKAS Armored Vehicles, Bulletproof Cars, Special Purpose Vehicles

6.6/10
C

Corbeau

6.6/10
T

The Connective Intelligence Layer

6.6/10
R

Ramsay Law Firm, P.A.

6.6/10
G

Global Partners LP

6.6/10
G

G35Driver

6.6/10
B

Brach Eichler Injury Lawyers

6.6/10
H

HPI

6.6/10
C

California Personal Injury Lawyers

6.6/10
O

O’Connell Law Firm – Georgia & Decatur Workers' Comp & Work Injury Lawyer

6.6/10
H

High & Younes Attorneys Blog

6.6/10
M

Medicare Insurance Near Me Baton Rouge, LA CloseClose

6.6/10
L

Lunii

6.6/10
H

Hanning & Sacchetto, LLP

6.6/10
Y

Yearin Law Office

6.6/10
M

Metal Recycling Lakeland, FL | Allied Scrap Processors Inc Three overlapping speech bubbles with three dots each.Contact Us

6.6/10
R

Ritchie-Reiersen Injury and Immigration Attorneys

6.6/10
I

Injury Trial Lawyers, APC

6.6/10
A

ARCH Motorcycle

6.6/10
A

Auto Repair in Madison Heights MI - All Makes & Models Auto AC Repair Services

6.6/10
P

PACLOCK

6.6/10
A

Auto Repair in Lakeland, FL | Joyce Automotive and Towing Rating

6.6/10
D

D&M Auto Leasing

6.6/10
D

D&D Duet

6.6/10
F

First National Bank of Absecon

6.6/10
J

Jay Trucks & Associates, PC

6.6/10
L

Local Commercial & Long Distance Movers, Interstate Moving Services Company in Coraopolis, Gibsonia, Mars, Canonsburg, Bridgeville, Pittsburgh PA, Elkins, Hurricane, Beckley, Huntington, Morgantown WV and All of WV, PA & OH Black and white icon of a delivery truck, moving quickly with motion lines.A black outline of a house with a door on a white background.Line drawing of a city skyline, including several buildings with windows.Airplane icon circling the globe, indicating travel.Isometric view of a cardboard box.Badge with ribbon.A truck carrying boxes.Truck carrying boxes.Double quotation marks.

6.6/10
J

Juggernaut.Case

6.6/10
G

Genuine OEM Ford Parts and Accessories Online

6.6/10
F

Formel D

6.6/10
A

Abbey Bike Tools

6.6/10
A

ABC Auto Shipping

6.6/10
C

CFR Classic

6.6/10
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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 3.7/10 means for automotive brands

The average Automotive brand we've scored sits at 3.7/10. 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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