AI Visibility
measured35/100
Emerging · in Healthcare IT
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals38/100
Weak fundamentals
Avg Prompt Score
93
across 148 prompts
AI Share of Voice
100%
across 132 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.
Executive summary
Nuance is a B2B AI software brand, but its AI citation readiness is constrained by weak first-party evaluation surfaces (notably no clearly indexable first-party “Nuance vs competitor” pages found) and limited crawlable structured-data signals. The single highest-ROI fix is to publish/SSR-index product evaluation pages (brand-led comparisons + evaluation FAQs) and add SoftwareApplication/FAQPage schema so AI engines can cite Nuance directly for shortlist and pricing/evaluation queries.
Based on audit of nuance.com · Sep 1, 2026