AI Visibility Scorecard
MLD Foundation
facesofmld.com · Nonprofits
Borderline visible. AI bots can crawl MLD 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#412,623 of 827,746 in Nonprofits for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Nonprofits average 9
Top 43% of Nonprofits
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Nonprofits average 2. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Nonprofits average 14
See what's behind this score →0
About MLD Foundation
from facesofmld.com
The Premier Family Resource for Metachromatic Leukodystrophy Information & Support since 1999!
- Company ·
- MLD Foundation
- Website ·
- facesofmld.com
- Industry ·
- Nonprofits
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Jul 31, 2026
The 6 on-page 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
Fair
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.
The 6 off-page signals AI reads
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.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4/10, MLD Foundation is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is MLD?
Metachromatic Leukodystrophy (MLD) is a progressive, genetic, neurometabolic disease that affects the nervous system due to the lack of an enzyme, Ayrlsulfatase-A (ARSA.) Over 300 variants of the ARSA gene on Chromosome 22 are known to cause MLD. 1 in 100 people are carriers of MLD resulting in 1 in 40,000 babies being born with MLD. Of the four types of MLD, late infantile is the most common.
Is this your brand?
The exact fixes for MLD Foundation
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/facesofmld
Cite this score: Engagemii (2026). "AEO Score for MLD Foundation." Retrieved from https://engagemii.com/aeo/brands/facesofmld
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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