AI Visibility Scorecard
druginference.com · Healthcare
Borderline visible. AI bots can crawl HealthVigilance, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#841,149 of 923,333 in Healthcare for AI visibility
3
AEO Visibility
iNear-invisible · 3.4/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
2
AI Adoption
iBasic · 2/100
from our crawl and measurement
HealthVigilance describes itself simply: "Deep technical reference for AI-driven clinical pharmacogenomics: CYP450 enzyme interaction modeling, real-time polypharmacy adverse reaction prediction, molecular binding affinity neural." When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
Our crawl found structured data on the page (Organization, WebSite, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
Fair
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
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.4/10, HealthVigilance is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/druginference
Cite this score: Engagemii (2026). "AEO Score for HealthVigilance." Retrieved from https://engagemii.com/aeo/brands/druginference
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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