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AI Visibility Scorecard

MDCue

MDCue

Unclaimed

mdcue.com · Beauty & Personal Care

Borderline visible. AI bots can crawl MDCue, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

Monitoring for AI engine activity

In the Engagemii AEO index

#108,474 of 175,142 in Beauty & Personal Care for AI visibility

4

/10

AEO Score

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About MDCue

from our crawl and measurement

"Nguyen Manh Duy, Engineer, custom billiard cue designer, founder of BespokeCue. Handcrafted cues tailored to every player's personality." That is how Nguyen Manh Duy MDCue of Hanoi introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.

Our crawl found structured data on the page (Person) and a readable heading structure. It is missing an llms.txt file and a sitemap.

Industry · Beauty & Personal Care
Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

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

6

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

AI Discoverability

8

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 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 4/10, MDCue is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for MDCue

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MDCue: Beauty & Skincare

Skin Type Isn't One-Size-Fits-All. Neither Should Your Brand's Advice Be.

Beauty is personal in a way that almost no other category is.

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Source & Attribution

Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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