AI Visibility Scorecard
multiplesclerosis.net · Healthcare
Borderline visible. AI engines can read multiplesclerosis.net, but E-E-A-T Signals, News Mentions and Community are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 13 times
Meta AI · Claude · Parallel · Perplexity
Top 1% in Healthcare for AI visibility
74
AI Naming Predictability
iNamed occasionally · 74/100
Healthcare average 11
Top 1% of Healthcare
See what's behind this score →4.46
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Healthcare average 3. 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
Healthcare average 18
See what's behind this score →0
from our crawl and measurement
"Find out about multiple sclerosis including symptoms, diagnosis, treatment, patient stories, support, and more from an MS community perspective." That is how multiplesclerosis.net introduces itself. Its AI visibility score is 4.46 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure, a clearly stated business identity and sitemaps and entity links AI can follow. It is passable on some structured data and basic crawler access. What holds it back is credibility markers like credentials or reviews.
Off the page, 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. None of that can be fixed on the page: it has to be earned.
AI crawlers have read this profile 13 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and ShapBot (Parallel). It does link out to several social profiles, which helps engines tie the brand together.
Strong · Good · Fair · Weak
Structured Data
Fair
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
Weak
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 4.46/10, multiplesclerosis.net is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
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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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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/multiplesclerosis-net
Cite this score: Engagemii (2026). "AEO Score for multiplesclerosis.net." Retrieved from https://engagemii.com/aeo/brands/multiplesclerosis-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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