AI Visibility
measured36/100
Emerging · in Benefits Administration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
4
across 366 prompts
AI Share of Voice
4%
across 366 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Benefits Administration
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 Alight Benefits Administration is visible in
3Executive summary
Alight is likely to be cited by AI engines for evaluation-stage queries because it has a G2 presence and a Gartner Peer Insights vendor page. The biggest risk pattern is conversion/evaluation queries that require first-party, crawlable comparison and pricing content (e.g., "Alight pricing" and "Alight vs <competitor>")—your site appears to rely heavily on content marketing and case studies rather than structured evaluation surfaces.
Based on audit of alight.com · Aug 10, 2026