AI Visibility
measured16/100
Emerging · in Proposal & CPQ
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals51/100
Some gaps
Avg Prompt Score
4
across 302 prompts
AI Share of Voice
4%
across 302 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Proposal & CPQ
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 Cacheflow is visible in
2Executive summary
Cacheflow is a B2B CPQ/quote-to-cash SaaS with meaningful AI citation inputs from G2 (36 reviews) and Gartner Peer Insights (vendor review page exists). The biggest AI citation risk is conversion-stage pricing visibility: third-party tooling indicates paid plans are not publicly priced (contact/sales-gated), which prevents AI engines from confidently citing pricing tiers.
Based on audit of getcacheflow.com · Sep 1, 2026