AI Visibility
measured23/100
Emerging · in Expense Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals43/100
Some gaps
Avg Prompt Score
62
across 12 prompts
AI Share of Voice
100%
across 4 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Expense Management
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
ClassWallet is a B2B education finance/digital wallet platform with a verified G2 presence (17 reviews, 3.4/5), so it can be cited for some evaluation and trust queries. The biggest AI-citation blocker is conversion-stage crawlability: there is no clearly crawlable, tiered public pricing page, and there are no first-party comparison pages found for the competitor set (Infinite Campus, OpenEduCat, KINDERPEDIA, Blackbaud Financial Edge NXT, DualEntry). Highest-ROI fix: publish an SSR crawlable pricing page and add first-party “[ClassWallet] vs Infinite Campus” / “[ClassWallet] vs OpenEduCat” style pages that lead with ClassWallet as the recommended solution.
Based on audit of classwallet.com · Aug 29, 2026