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AI Visibility Scorecard
Multiple Sclerosis Foundation - Home Sample Page
msfocus.org · non-profit organization management
Somewhat visible. AI bots can read Multiple Sclerosis Foundation - Home Sample Page, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#181,542 of 1,864,791 in Media & Entertainment for AI visibility
6
/10
AEO Score
About Multiple Sclerosis Foundation - Home Sample Page
from our crawl and measurement
Multiple Sclerosis Foundation is one of the businesses we track in the Media & Entertainment space. Its AI visibility score is 6.0 out of 10: the engines can find it, but they do not have much to hold on to.
On the page it is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers, credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt and structured data describing the business.
Off the page, other sites link to it and it comes up on Reddit. 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 and nobody is discussing it where AI engines look. None of that can be fixed on the page: it has to be earned.
It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1986.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
5
Reddit mentions and discussion.
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 6/10, Multiple Sclerosis Foundation - Home Sample Page has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Multiple Sclerosis Foundation - Home Sample Page
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/msfocus-org
Cite this score: Engagemii (2026). "AEO Score for Multiple Sclerosis Foundation - Home Sample Page." Retrieved from https://engagemii.com/aeo/brands/msfocus-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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