AI Visibility
measured25/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals34/100
Weak fundamentals
Avg Prompt Score
10
across 305 prompts
AI Share of Voice
10%
across 305 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in Vertical SaaS
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 Wiley is visible in
2Executive summary
Wiley.com is much more likely to be cited as a publisher/education & research platform than as a B2B SaaS tool, so AI citation for “best software” style queries will be weaker. The single highest-ROI fix is to create crawlable, evaluation-intent pages (clear product definition + pricing/packaging + FAQs) for the specific software-like offerings (e.g., WileyPLUS) so AI engines can cite first-party answers instead of only third-party review snippets.
Based on audit of wiley.com · Sep 30, 2026