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AI Visibility Scorecard
R&D Expertise
mspaths.com · Healthcare
Somewhat visible. AI bots can read R&D Expertise, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#194,064 of 837,727 in Healthcare for AI visibility
5.4
/10
AEO Score
About R&D Expertise
from our crawl and measurement
"Our Research and Development teams discover, source, and develop medicines that are anchored in human disease biology and hold the potential to transform patients’ lives." That is how R&D Expertise introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 5.4/10, R&D Expertise has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for R&D Expertise
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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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/mspaths
Cite this score: Engagemii (2026). "AEO Score for R&D Expertise." Retrieved from https://engagemii.com/aeo/brands/mspaths
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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