AI Visibility Scorecard
MDisrupt | Hire the best health technology experts, on-demand.
mdisrupt.com · Technology
Borderline visible. AI bots can crawl MDisrupt | Hire the best health technology experts, on-demand., 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 13 times
Claude · Meta AI · ChatGPT · Apple Intelligence
#361,384 of 2,705,505 in Technology for AI visibility
24
5
AEO Visibility
iBorderline · 5/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
8
AI Adoption
iBasic · 8/100
About MDisrupt | Hire the best health technology experts, on-demand.
from our crawl and measurement
MDisrupt is a business whose own site puts it this way: "AI-powered health expert marketplace for healthtech, life sciences, diagnostics, medical devices and investors, giving access to top-tier vetted health experts for on-demand, fractional." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 5 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 5/10, MDisrupt | Hire the best health technology experts, on-demand. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MDisrupt | Hire the best health technology experts, on-demand.
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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.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mdisrupt
Cite this score: Engagemii (2026). "AEO Score for MDisrupt | Hire the best health technology experts, on-demand.." Retrieved from https://engagemii.com/aeo/brands/mdisrupt
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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