AI Visibility
measured16/100
Emerging · in HR
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
10
across 143 prompts
AI Share of Voice
10%
across 143 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in HR
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.
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.
HealthJoy is a B2B benefits/healthcare navigation platform with a measurable AI-citation footprint via G2 (14 reviews, 4.0/5) and Gartner Peer Insights (a product review page exists). The biggest AI citation risk is evaluation-stage “shortlist” queries that rely on first-party comparison + crawlable pricing; your site appears to lack accessible first-party pricing and there’s no evidence of first-party “[HealthJoy] vs [Competitor]” pages indexed for AI evaluation.
Based on audit of healthjoy.com · Sep 29, 2026