AI Visibility Scorecard
walkms.org · Nonprofits
At 2.83/10, National Multiple Sclerosis Society (NMSS) is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.
AI engines read this profile 6 times
Meta AI · Claude · Parallel
Top 25% in Nonprofits for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
Nonprofits average 9
Top 10% of Nonprofits
See what's behind this score →2.83
-
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 →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Nonprofits average 14
See what's behind this score →0
from our crawl and measurement
"Walk MS is back and better than ever! Join us in person with friends & family at a Walk event near you and help create a world free from MS. Register today!" That is how National Multiple Sclerosis Society (NMSS) introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.83 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on a partly stated business identity, a few credibility markers, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Strong · Good · Fair · Weak
Structured Data
Weak
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.83/10, National Multiple Sclerosis Society (NMSS) is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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The exact fixes for National Multiple Sclerosis Society (NMSS)
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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/walkms-org
Cite this score: Engagemii (2026). "AEO Score for National Multiple Sclerosis Society (NMSS)." Retrieved from https://engagemii.com/aeo/brands/walkms-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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