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.

37,727
Brands Scored
4.6/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 37,727 Automotive Brands

AI-Ready8-10
<1%
176
Getting There6-7
19%
7,209
Needs Work4-5
64%
23,965
Not Discoverable0-3
17%
6,377

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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37,727 brands scored - page 36 of 378

H

Haus Gisela

6/10
H

Haus Jochler | Appartements

6/10
H

Hebebühnen Kroemer Werkstattausrüstungarrow

6/10
A

Accell - Ghost

6/10
H

Hemat

6/10
B

Butterworth's Service Centre

6/10
D

Diego Caroca

6/10
P

Ping Pong et Tennis de Table

6/10
H

High and Low

6/10
H

HNO Arzt Graz

6/10
H

Holzbau Hartlieb

6/10
H

Holzbau Schuh GmbH

6/10
H

Holzmodelle.at

6/10
K

Khương Thảo Đan

6/10
I

Insurance, Savings, Investments, Retirement and Health

6/10
H

Hundebikes

6/10
A

AllpowersAT

6/10
I

ichfahre.at

6/10
I

Innovative Senior Care - Palm Desert CA

6/10
I

impactful.at

6/10
I

Internist Baden

6/10
S

SnooCODE

6/10
K

Kazoobie Kazoos

6/10
H

Herbert Seidl

6/10
H

Herzenskind

6/10
L

LOGIN SUMOBET88: Agen Slot88 Online Slot Gacor Terbaru - SumoBet88 Merupakan Situs Gacor Dan Link Gacor Terbaru Slot Online Indonesia Serta Slot Gacor Hari Ini Gampang Menang Maxwin

6/10
S

SuperSprings International

6/10
J

Jumbo Argentina

6/10
A

Amy Reader Artist

6/10
H

Homviora

6/10
M

MotaClarity

6/10
B

Bach Bride

6/10
C

Cruxweld Industrial Equipments Pvt. Ltd.

6/10
T

Tiny Trends by M A

6/10
C

Camp N Car

6/10
S

SLOT ONLINE

6/10
A

All Batteries | Low Prices | Old Fashioned Service | Battery Business

6/10
H

Hino Australia

6/10
A

Average Joes

6/10
Q

Quatro Rodas

6/10
T

TMR Customs USA

6/10
S

Spark Building Energy Solutions LLC

6/10
C

Commission Premium Cars in Cyprus

6/10
O

Oval Insider

6/10
Y

Yaxa Costa Rica

6/10
Y

Yaxa Colombia

6/10
H

HARGATOTO

6/10
G

Gold Rush Bay

6/10
K

Karrer Aluminium & Torbau - Schneegattern

6/10
P

POLYCHEM

6/10
K

K-Bubble

6/10
D

DAS TechnologyArrowInstagramFacebookYoutubeDASArrow

6/10
K

Keramikversiegelung Krammer - Wir sind Ihre Spezialisten für Keramikversiegelung im Raum Graz-Umgebung, Graz, Leibnitz, Feldbach, Weiz und Gleisdorf.

6/10
K

Kfz Technik Bauer Ch

6/10
5

56415 KFZ Galler Mei

6/10
S

Stoner Graphix | Harrisburg, PA

6/10
5

56776 KFZ-Kartal

6/10
P

Pearls Auto Spa

6/10
K

KFZ Max Maier

6/10
D

Dearest Nicky

6/10
G

graphixlab

6/10
5

57291 KFZ Nagele GmbH

6/10
A

autopichler

6/10
5

55690 Kfz Triffo

6/10
-

- Ihr verlässlicher Partner in Sachen Reifen und KFZ-Reparaturen in Wildon

6/10
K

Kfzkonservierung

6/10
K

KFZ Reischer Peter Performance - KFZ-Meisterbetrieb

6/10
K

KFZ Shayan - KFZ Werkstatt im 23. Bezirk in Wien

6/10
K

kfzwinter.at

6/10
D

Daniel Weigl

6/10
R

ReliableHomeFitness | Home Fitness Equipment and Methods That Work

6/10
K

KiaraShifts

6/10
A

Amanda Alexander Collections NZ

6/10
K

King Of Cars Gmbh

6/10
V

VaultCord

6/10
K

Körperspektrum

6/10
K

Könner & Söhnen

6/10
L

La Vida es ciencias - Noticias innovadoras sobre ciencia y tecnología.

6/10
E

EVOSTOTO

6/10
O

Omnitype®

6/10
E

Elektro Kühne

6/10
L

labox.at

6/10
L

Lagerhaus - Haus & Garten

6/10
T

tecnoandroid.net

6/10
L

Landema.de

6/10
M

Microswiss

6/10
C

Catalyst IQ

6/10
L

LICA Homepage

6/10
L

Lichtung

6/10
T

The Lightbox Network

6/10
L

LogistX Umzug Transport

6/10
M

M

6/10
M

Machineryline Österreich

6/10
M

Mäser Technik GmbH — Vom Prototyp zur Serie

6/10
M

magnumaster

6/10
C

Cotabox

6/10
M

MAHJONG333

6/10
M

Mabosway # Link Slot Gacor Mahjong Ways Scatter Hitam

6/10
R

RetroOnyx

6/10
9

92degrees.trade

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 4.6/10 means for automotive brands

The average Automotive brand we've scored sits at 4.6/10. 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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