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AI Visibility Scorecard
MSD
www.msd.com · Healthcare
Somewhat visible. AI bots can read MSD, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#92,422 of 724,768 in Healthcare for AI visibility
5.8
/10
AEO Score
About MSD
from our crawl and measurement
"At MSD, we're following the science to tackle some of the world's greatest health threats. Get a glimpse of how we work to improve lives." That is how MSD introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
5
Press and news coverage.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
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 5.8/10, MSD has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MSD
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MSD.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/www-msd
Cite this score: Engagemii (2026). "AEO Score for MSD." Retrieved from https://engagemii.com/aeo/brands/www-msd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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