AI Visibility
measured34/100
Emerging · in Healthcare IT
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals3/100
Weak fundamentals
Avg Prompt Score
19
across 160 prompts
AI Share of Voice
19%
across 160 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Healthcare IT
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Per-stage performance
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
Categories UpToDate is visible in
1Executive summary
UpToDate is likely to be cited by AI engines for clinician-facing “what is UpToDate / is it worth it” and general category discovery, largely because it has a G2 presence (22 reviews, 4.8 rating) and strong third-party social proof on LinkedIn and Reddit. The biggest citation risk is evaluation/conversion queries that require crawlable first-party pricing and structured software entity signals; the homepage redirects to a login flow and pricing appears to require location/role selection, limiting what AI can reliably extract.
Based on audit of uptodate.com · Oct 7, 2026