AI Visibility
measured18/100
Emerging · in Healthcare IT
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals54/100
Some gaps
Avg Prompt Score
11
across 136 prompts
AI Share of Voice
11%
across 136 prompts
Critical Issues
5
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 MedStack is visible in
2Executive summary
MedStack is likely to be cited by AI engines for evaluation-stage queries because it has a first-party pricing page with public tier pricing (e.g., starting at $499/mo) and a meaningful G2 review footprint (34 reviews on G2). The biggest citation risk is conversion-stage and evaluation-stage “comparison/alternatives” queries: the site has competitor-framing pages (e.g., “MedStack vs. GRC companies”) but no clearly indexed first-party “[MedStack] vs [Competitor]” comparison surfaces found in live search, limiting AI’s ability to cite MedStack as the recommended option in vs/alternatives prompts.
Based on audit of medstack.co · Sep 1, 2026