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.

735,744
Brands Scored
3.7/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 735,744 Automotive Brands

AI-Ready8-10
<1%
135
Getting There6-7
5%
37,798
Needs Work4-5
53%
388,185
Not Discoverable0-3
42%
309,626

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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735,744 brands scored - page 23 of 7,358

C

craigslist

6.7/10
F

Fast & Convenient Car Rental at 1,500+ Locations

6.7/10
B

Book Search: Textbooks, Cheap Books Online Price Comparison

6.7/10
P

Pololu Robotics and Electronics

6.7/10
T

TVS Motor Company

6.7/10
W

William Jacket

6.7/10
I

Independent Insurance Agents

6.7/10
G

Gtspirit

6.7/10
R

RenderHub

6.7/10
B

Batteries

6.7/10
X

X Cart

6.7/10
C

Car Dealer Reviews, Dealership Ratings, Cars For Sale

6.7/10
F

Florida Trend

6.7/10
N

Nokian Tyres

6.7/10
G

Gearmoose

6.7/10
C

Connectors, Cables, Optics, RF, Silicon to Silicon Solutions

6.7/10
R

Rockfordfosgate

6.7/10
N

NGK Spark Plugs

6.7/10
R

Road & Weather Conditions Map

6.7/10
H

Home

6.7/10
R

Rack Attack

6.7/10
O

Omnichannel Marketing & Data Provider

6.7/10
B

Bingo Baker

6.7/10
A

Albemarle

6.7/10
G

Guns for Sale — Pistols, Rifles, Shotguns & Ammo

6.7/10
F

Funkoeurope

6.7/10
M

Manheim

6.7/10
M

Motoroctane

6.7/10
W

Warn

6.7/10
A

AutoTune: The Best Pitch Correction & Vocal Chain Plugins

6.7/10
I

In Win

6.7/10
T

Tomorrow Corporation

6.7/10
C

Csemag

6.7/10
W

Webasto

6.7/10
R

Reviews.com

6.7/10
S

Seat

6.7/10
L

Laautoshow

6.7/10
N

New and Used cars marketplace AutoScout24

6.7/10
N

Nidec

6.7/10
C

Consumer Guide Auto

6.7/10
I

Injection molding, Batteries, Battery Chargers, Custom UPS, and power supplies for OEMs in a hurry from PowerStream

6.7/10
W

Webfleet

6.7/10
D

Dragzine

6.7/10
Q

Quadratec

6.7/10
E

Experts Watches

6.7/10
M

MAXXIS US

6.7/10
A

Adient

6.7/10
P

Penske Logistics

6.7/10
N

Novelis

6.7/10
W

Walner Law

6.7/10
O

Online Live & Timed Auctions: Connecting Buyers with Sellers

6.7/10
C

Crowley

6.7/10
V

Valeo

6.7/10
T

Tata Motors

6.7/10
I

Industrial, Construction & DIY Adhesives

6.7/10
A

AddMe Reviews

6.7/10
A

assoconnect

6.7/10
T

Technical specs, dimensions, fuel consumption of cars

6.7/10
F

FundingUniverse

6.7/10
O

OnAllCylinders

6.7/10
L

Lmneuquen.com

6.7/10
C

Custom Seat & Car Covers Built to Fit

6.7/10
S

Sikky Manufacturing

6.7/10
H

https://viper

6.7/10
N

NAES

6.7/10
S

Schwalbe Tires North America | Ralf Bohle GmbH

6.7/10
I

Identogo

6.7/10
D

Drifted.com

6.7/10
E

Equipment Depot

6.7/10
T

Tidal Wave Auto Spa

6.7/10
V

Varex Imaging

6.7/10
K

Knox County Tennessee Government

6.7/10
B

Brightway Insurance: The Brighter Way To Do Insurance

6.7/10
A

American Society of Clinical Oncology

6.7/10
M

MacAllister Machinery

6.7/10
D

drivespark.com

6.7/10
J

Jayco

6.7/10
S

ScrapMonster

6.7/10
C

Car Repair Questions Answered Free

6.7/10
L

Lynden

6.7/10
M

Marshall+Sterling

6.7/10
Y

Yokohama Tire

6.7/10
M

Mini

6.7/10
G

GTA Base

6.7/10
|

| ctek.com

6.7/10
B

BestCrazyGames

6.7/10
D

Design And Reuse

6.7/10
H

Hippo Home Insurance

6.7/10
R

Rosario3

6.7/10
D

Dr. ColorChip - Professional Paint Chip Repair. Made Simple.

6.7/10
C

Cactus Technologies

6.7/10
U

USTMA

6.7/10
L

Las Vegas Personal Injury Attorneys

6.7/10
W

Wilson Amplifiers

6.7/10
P

Porsche Driving

6.7/10
J

Joolz Official Webshop

6.7/10
N

NSA Storage

6.7/10
T

Tuffy Security Products

6.7/10
M

Muy Interesante

6.7/10
S

Shark Tank Products

6.7/10
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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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