AI Visibility Scorecard
MedShadow Foundation
medshadow.org · Nonprofits
Borderline visible. AI bots can crawl MedShadow Foundation, 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 10 times
Meta AI · Claude · Apple Intelligence · Perplexity
#15,861 of 827,152 in Nonprofits for AI visibility
12
AI Naming Predictability
iNamed occasionally · 12/100
More likely to be named than 98% of Nonprofits companies
5
AEO Visibility
iBorderline · 4.7/10
50
Muse Index Score
iAI agent readiness
Agent-ready · 50/100
0
AI Adoption
iNone detected · 0/100
About MedShadow Foundation
from our crawl and measurement
"MedShadow Foundation provides independent, ad-free journalism on the risks, benefits and side effects of medications to help you make safer health choices." That is how MedShadow Foundation introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 10 times in our tracking, including ClaudeBot (Anthropic), Meta AI and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
Fair
Established authority for your domain.
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
Fair
Social discussion and mentions.
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 4.7/10, MedShadow Foundation is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is unbiased drug-safety journalism worth to you?
We think it’s invaluable — and hope you agree. Our work is made possible by donations from readers like you. Donate to MedShadow trigger
Is this your brand?
The exact fixes for MedShadow Foundation
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.
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Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/medshadow-org
Cite this score: Engagemii (2026). "AEO Score for MedShadow Foundation." Retrieved from https://engagemii.com/aeo/brands/medshadow-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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