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.

35,192
Brands Scored
4.8/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 35,192 Automotive Brands

AI-Ready8-10
<1%
212
Getting There6-7
23%
8,043
Needs Work4-5
66%
23,238
Not Discoverable0-3
11%
3,699

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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35,192 brands scored - page 277 of 352

H

Hem

4/10
H

Höörs Marmor & Granit AB

4/10
T

TemoAB

4/10
P

PAL Football - Individuell teknikträning för alla

4/10
A

Aros Snickeri AB

4/10
K

ka-akeri.se

4/10
E

Elektriker Kristinehamn & Hällefors

4/10
R

Ramex

4/10
T

Team Skåne Bygg AB har funnits i branschen sedan 1999.

4/10
T

Tandläkare Ulf Billgren

4/10
C

CEAB

4/10
B

Bröderna Nilssons Snickerifabrik AB

4/10
S

Svewall

4/10
A

Annahus

4/10
N

Nora Måleri AB

4/10
V

Varbergs GIF Fotboll

4/10
N

Nordmarks Härads Försäkringsbolag

4/10
V

Verktygsteknik i Kungälv AB

4/10
I

Industriservice i Osby AB

4/10
S

Startsida

4/10
A

Alvar Hallgren Bygg AB

4/10
B

Boklidens Redovisning

4/10
T

Tommy Nordbergh Utbildningar

4/10
O

orslosatrahyvleri.se

4/10
M

My CMS | My WordPress Blog

4/10
P

Pluzz Produkter AB

4/10
T

TNS BYGG & EL

4/10
W

Weinfors El

4/10
L

Lidköpings AS

4/10
R

Råda BK

4/10
S

Startsida

4/10
A

Avesta Park & Trädgårdsservice

4/10
E

Eivinds Profil

4/10
K

KEWAB

4/10
L

Larssons Buss i Främmestad

4/10
L

Lidköpings Truck-Tjänst AB

4/10
S

Ströms Betong

4/10
T

Tottes Svets & Industrimontage AB

4/10
S

Stöde Sockens Försäkringsbolag

4/10
B

BA Bygg Fastigheter

4/10
M

Murare Borås Mureri Renovering Badrum kök fasad eldstad kamin Berg Construction AB

4/10
P

Professionella Elinstallationer i Örebro

4/10
B

Borås Rör & Sanitet

4/10
H

Helsingborgs Fasad & Kakel AB

4/10
F

FM Finans |

4/10
I

Industridepån

4/10
J

Jfab-Cenmatic AB

4/10
E

E. Lövgrens Mekaniska AB

4/10
P

PJ:s Eld & Vent AB

4/10
P

Pontáns Kranar

4/10
P

PP´s Måleri

4/10
R

Rapsis AB

4/10
S

Skaraborgs Chark & Fågel

4/10
S

SÖDERS DUMPERTRANSPORT AB

4/10
S

SydSvensk MiljöProdukter AB

4/10
S

Skyltproduktion

4/10
L

Lågprisvaruhuset MEJK |

4/10
V

Välkommen till Myggenäs Måleri

4/10
Q

Q

4/10
R

Ro Marinservice AB

4/10
S

Safway

4/10
|

| Svensk entreprenad

4/10
J

Joacims Maskintjänst

4/10
J

Johnson GT

4/10
P

P.S. Literary Agency

4/10
L

L.A. Auto

4/10
H

Home

4/10
T

Trovit

4/10
L

Louez une Opel chez Opel rent, Opel Rent

4/10
D

DAKO-CZ

4/10
K

kisansuvidha

4/10
J

J. Wenks Automobil-Service

4/10
O

Online DMV

4/10
G

Global Leader in FMCW LiDAR & Silicon Photonics | LightlC

4/10
H

HVS Motors. Click, Buy, Drive.

4/10
L

Lunaz Design

4/10
U

UNIPD Store | Università di Padova

4/10
A

ALEXISTOGEL ⚡ Agua y SIG Slot Gacor Bandar Rtp Resmi Provider slot88 2026

4/10
N

Nejčtenější motoristický čtrnáctideník v česku

4/10
C

carparts & promotor GmbH

4/10
A

Auto

4/10
G

GTA Warehouse

4/10
I

Institut Romand de Formation en Assurance - IRFA

4/10
A

Autoescola Roch

4/10
C

Car-diology Driving School

4/10
C

Customcenterconsole

4/10
P

Picinel.ro - Magazin piese auto

4/10
A

Auto Centrum Lass GmbH

4/10
E

Eye of Horus Slot

4/10
N

Nax Région

4/10
T

Trending Hari Ini: Topik yang Sedang Ramai Dibicarakan

4/10
C

Cargloss Hamburg

4/10
J

Jobs at AutoTrader.ca

4/10
I

itch.io

4/10
A

Adventure Know

4/10
T

The Western Transmission Consortium

4/10
F

Full Blown Kustoms

4/10
L

Liceo Víctor Mercante

4/10
T

theliberalnetwork

4/10
C

Carabuñas

4/10
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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 4.8/10 means for automotive brands

The average Automotive brand we've scored sits at 4.8/10. 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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