AI Visibility
measured33/100
Emerging · in Healthcare IT
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals11/100
Weak fundamentals
Avg Prompt Score
11
across 144 prompts
AI Share of Voice
11%
across 144 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Healthcare IT
Composite = 60% coverage + 40% engine breadth, 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 Upfront is visible in
1Executive summary
Upfront is highly likely to be cited for evaluation-stage queries because it has a strong G2 presence (20 reviews, 4.7/5) in the Patient Engagement Software category. The biggest AI citation risk is conversion-stage and evaluation-stage self-citation: the site does not expose crawlable pricing and appears to lack first-party “[Brand] vs [Competitor]” pages for direct comparison queries like “How does Upfront compare to Weave?”—so AI must rely on third parties instead of Upfront’s own pages.
Based on audit of upfronthealthcare.com · May 6, 2026