AI Visibility Scorecard
forwardfx.org · Healthcare
Somewhat visible. AI bots can read NFXF, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Meta AI · Claude
#73,285 of 923,198 in Healthcare for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"FORWARD-MARCH is a registry and database of Fragile X patient data available to researchers to increase understanding of FXS." That is how NFXF introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Article, WebPage, ImageObject) and a readable heading structure. It is missing an llms.txt file and a sitemap.
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
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
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 5.9/10, NFXF has a working base to build on - fixable, and the signals above are where to start.
What is FORWARD-MARCH?
FORWARD-MARCH is the next step following the highly successful FORWARD research study. Data from the FORWARD study is being used by researchers to learn about the lives of people with FXS. Thanks to families who contribute to FORWARD, researchers are learning about important things like medication use, behaviors, and development over time.
Who Can Participate in FORWARD-MARCH?
Individuals with FXS born between 2003 and 2020 are eligible to participate in FORWARD-MARCH. This includes participants who were previously enrolled in the FORWARD study and those new to FORWARD. Back to top
How Can I Enroll My Child in the Study?
Families who want to join FORWARD-MARCH should contact their nearest Fragile X clinic. Please note that not all clinics participate in the study. When using our clinic tool, look for the label “FORWARD participant.” Please also visit Join FORWARD-MARCH! for more information, including frequently asked questions.
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The exact fixes for NFXF
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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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/forwardfx-org
Cite this score: Engagemii (2026). "AEO Score for NFXF." Retrieved from https://engagemii.com/aeo/brands/forwardfx-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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