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AI Visibility Scorecard
Li-Fraumeni Syndrome Association
lfsmoms.com · Healthcare
Borderline visible. AI bots can crawl Li-Fraumeni Syndrome Association, 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
#421,461 of 838,258 in Healthcare for AI visibility
4.7
/10
AEO Score
About Li-Fraumeni Syndrome Association
from our crawl and measurement
LFS Association, based in Holliston, MA, describes itself simply: "Connect with the global LFS community. Get resources, support, and medical guidance for Li-Fraumeni syndrome. Together, we’re building a future without LFS." 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) 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
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Authority
0
Little domain authority yet.
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.
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, Li-Fraumeni Syndrome Association is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Li-Fraumeni Syndrome Association
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 21, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lfsmoms
Cite this score: Engagemii (2026). "AEO Score for Li-Fraumeni Syndrome Association." Retrieved from https://engagemii.com/aeo/brands/lfsmoms
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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