AI Visibility
measured18/100
Emerging · in Software Marketplace
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
51
across 11 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Software Marketplace
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.
Citation source profile
FinancesOnline is already a strong AI-citable review aggregator for evaluation-stage queries because it has a first-party comparison surface (e.g., /vs- and /comparisons.financesonline.com pages) and is present on G2 with 10 reviews. The single highest-ROI fix is to strengthen structured, AI-extractable comparison blocks specifically for the exact evaluation prompts (e.g., "How does FinancesOnline compare to G2?" and the other competitor comparisons) so AI engines can cite FinancesOnline directly for shortlist formation.
Based on audit of financesonline.com · Aug 29, 2026