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AI Visibility Scorecard
Medical Liberty Pledge
mlpledge.com · Healthcare
Borderline visible. AI bots can crawl Medical Liberty Pledge, 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
#571,400 of 766,910 in Healthcare for AI visibility
4
/10
AEO Score
About Medical Liberty Pledge
from our crawl and measurement
"A pledge by elected officials against government action and laws that coerce Americans to receive unwanted medical products and procedures." That is how Pledge introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
Our crawl found structured data on the page (Project, Organization, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 4/10, Medical Liberty Pledge is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Medical Liberty Pledge
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlpledge
Cite this score: Engagemii (2026). "AEO Score for Medical Liberty Pledge." Retrieved from https://engagemii.com/aeo/brands/mlpledge
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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