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AI Visibility Scorecard

Marque 28

Marque 28

Unclaimed

marque28.com · Automotive

At 1.6/10, Marque 28 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#323,853 of 326,796 in Automotive for AI visibility

1.6

/10

AEO Score

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About Marque 28

from our crawl and measurement

Marque 28 describes itself simply: "Collector motorcars, represented plainly. By appointment only." As far as answer engines are concerned it may as well not exist yet: 1.6 out of 10.

The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.

Industry · Automotive
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

AI Discoverability

2

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

0

No inbound links found yet.

Domain Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 1.6/10, Marque 28 is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Marque 28

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Marque 28: 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 July 31, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/marque28

Cite this score: Engagemii (2026). "AEO Score for Marque 28." Retrieved from https://engagemii.com/aeo/brands/marque28

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

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