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AI Visibility Scorecard
mdp4men.com · E-commerce
Borderline visible. AI bots can crawl MDP, 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
#493,416 of 614,722 in E-commerce for AI visibility
3.3
/10
AEO Score
from our crawl and measurement
"Stay Dry. Enjoy the freedom to move. Finally, a light incontinence product for men that keeps you dry and gives you the freedom to move. No more diapers, pads, or clamps." That is how MDP introduces itself. When AI engines look at it, they find little to work with. It scores 3.3 out of 10.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
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.
0
No Reddit mentions found yet.
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 3.3/10, MDP is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MDP
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mdp4men
Cite this score: Engagemii (2026). "AEO Score for MDP." Retrieved from https://engagemii.com/aeo/brands/mdp4men
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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