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AI Visibility Scorecard

Auto Body, Auto Body Shops, Automotive Services

Auto Body, Auto Body Shops, Automotive Services

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qme-us.com · Automotive

At 2.4/10, Auto Body, Auto Body Shops, Automotive Services is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 3 times

Meta AI

#321,576 of 340,824 in Automotive for AI visibility

2

AEO Visibility

i

Near-invisible · 2.4/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Auto Body, Auto Body Shops, Automotive Services

from our crawl and measurement

"Search Results a qin'an M & e PLC company HOME SERVICES CONTACT QME US Responsibility Honesty Unity & Integrity When it comes to servicing the OEM automotive industry, QME US is the." That is how Auto Body, Auto Body Shops, Automotive Services introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.4 out of 10.

On the page it is passable on a partly stated business identity. What holds it back is a heading structure that lays out what it offers, credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow and structured data describing the business.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

There is not much on the page to read either, about 79 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Automotive
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 2.4/10, Auto Body, Auto Body Shops, Automotive Services is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Auto Body, Auto Body Shops, Automotive Services: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/qme-us

Cite this score: Engagemii (2026). "AEO Score for Auto Body, Auto Body Shops, Automotive Services." Retrieved from https://engagemii.com/aeo/brands/qme-us

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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