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AI Visibility Scorecard
md4sg.com · Healthcare
Somewhat visible. AI bots can read MD4SG Main Page, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Apple Intelligence
#284,589 of 834,741 in Healthcare for AI visibility
5.1
/10
AEO Score
from our crawl and measurement
MD4SG Main Page describes itself simply: "MD4SG Mechanism Design for Social Good Home MD4SG is evolving into EAAMO to reflect its broader focus on algorithms, mechanisms, and optimization in addition to mechanism design for." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
1
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
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.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 5.1/10, MD4SG Main Page has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MD4SG Main Page
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/md4sg
Cite this score: Engagemii (2026). "AEO Score for MD4SG Main Page." Retrieved from https://engagemii.com/aeo/brands/md4sg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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