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.

35,363
Brands Scored
4.8/10
Industry Average
<1%
AI-Ready (8+)

Score Distribution - 35,363 Automotive Brands

AI-Ready8-10
<1%
212
Getting There6-7
23%
8,065
Needs Work4-5
66%
23,351
Not Discoverable0-3
11%
3,735

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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35,363 brands scored - page 274 of 354

M

Melbourne 4wd Wreckers

4/10
M

MELBOURNE AUTO WRECKERS & RECYCLING

4/10
C

cie juste après

4/10
D

Default page

4/10
M

Melbourne Car Wraps

4/10
5

59g1 slot คาสิโนออนไลน์อันดับ 1 มีมาตรฐานสูงที่สุด เล่นจริงทำเงินได้จริง

4/10
P

Platform Direct

4/10
M

melbournetyre.com.au

4/10
M

Melbourne Property Cleaning

4/10
R

Rickul/Nuckö Hembygdsförening

4/10
D

Default page

4/10
M

MELVIC AUTOCARE

4/10
I

itch.io

4/10
C

Car Radiators & Airconditioning

4/10
M

Membreys

4/10
M

Meredith and District News

4/10
M

Merri Aluminium & Auto Doors

4/10
M

Mertens Motors

4/10
A

AMAC EPFLMenu OpenMenu Close

4/10
Q

Queen's Space Engineering Team

4/10
M

Metakey.com.au

4/10
N

nicjooste

4/10
M

Metallix

4/10
M

Metro Brake & Clutch

4/10
M

Metro Door Service

4/10
M

Metro Sheetmetal and Fabrication

4/10
F

Fresh Breeze:Fresh Breeze

4/10
M

MGL Group

4/10
M

Maurice Grasso Motors

4/10
M

MG Traders sells Classic Cars, Classic Car Parts, Cross Flow Alloy Heads, Powerspark Electronic Ignition Systems & Dayton Wire Wheels

4/10
G

Garage Doors Motors Gates Remotes Sydney Northern Beaches

4/10
M

MH Mechanical |

4/10
M

Merrylands & Holroyd Smash Repairs

4/10
N

NOVA | Home Homepage

4/10
H

Home

4/10
M

Mike Tye

4/10
M

Mickey Thompson Tires

4/10
M

Midas Narre Warren

4/10
M

Mid West Transport Services

4/10
M

mikulatechnology.com.au

4/10
M

Milestone Chemicals Australia Pty Ltd

4/10
M

Millard Service Centre

4/10
M

Mobile Car Air Conditioning

4/10
M

Minchinbury Automotive

4/10
D

Default page

4/10
E

Elaine Schaertl Short

4/10
M

Mine and Tunnel Constructions

4/10
K

Kunst in der Peripherie

4/10
M

Mission4

4/10
F

FTM Board Club

4/10
A

Auto, Home and Business Insurance from The Hanover Insurance Group, Inc.

4/10
H

https://www.mitechauto.com.au/

4/10
M

Mitsubishi Wreckers

4/10
M

Mitsubishi Trucks in Australia. Engines, Information, History and Specifications.

4/10
H

Home

4/10
Ѭ

Ѭ 〠 ANGELO PLESSAS ♜༺ • ༺ 〠

4/10
M

ML Automotive Repairs

4/10
W

WidenPay

4/10
S

Sydney Mercedes Service Centre Audi VW Peugeot BMW Service Repair, Batteries Pink Slip Mechanic's

4/10
M

MM Geomechanics

4/10
M

Mobigo

4/10
M

Mobile Mechanic Melbourne

4/10
M

Mobile Auto Detailers

4/10
M

mobile autoglass

4/10
M

Mobile Truck & Pump Repairs

4/10
M

Mobile Window Tinting Brisbane. Auto

4/10
M

MOBILE WINDSCREEN REPAIRS MELBOURNE VIC

4/10
O

Otwarty Warsztat Rowerowy

4/10
M

Modal Suspension

4/10
M

Modern Car Care

4/10
M

Modern Towing & Truck Repairs

4/10
M

Modplates

4/10
H

Home

4/10
M

Mona Vale Podiatry

4/10
M

Money Mart Direct

4/10
W

Welcome to Mongrel Gear

4/10
M

Monkey Wrench Cycles

4/10
M

Monomoto

4/10
M

Montemurro Engineering

4/10
M

Moore Truck Parts

4/10
M

Moorooka Mechanical Services

4/10
P

PT Cruiser parts & accessories

4/10
M

Moree Child Care

4/10
F

Fuelsaver

4/10
M

Morespeed

4/10
M

Morestel Powder Coaters and Plympton Grit Blasters

4/10
M

Morinda Motors

4/10
K

KIA

4/10
M

Mose Industry

4/10
M

Moto 365

4/10
M

Moto-Plaza

4/10
M

MotoKinetic

4/10
M

Motomate wax detailing supplies Sydney

4/10
M

Motopro Performance | Sydney, NSW, Australia

4/10
M

Motorcycle Spares Warehouse

4/10
M

Motorly

4/10
M

Motormec

4/10
M

Motor Mecca Home Page

4/10
H

https://www.motorman.com.au/

4/10
M

Motormotion

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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