AI Visibility Scorecard
MDP
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.
AI engines read this profile 1 times
Claude
#519,546 of 738,442 in E-commerce for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
20
Muse Index Score
iAI agent readiness
Transactable · 20/100
0
AI Adoption
iNone detected · 0/100
About MDP
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 3.9 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 3.9/10, 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
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MDP.
Source & Attribution
Scored by Engagemii on September 4, 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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