AI Visibility
measured24/100
Emerging · in Proposal & CPQ
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
3
across 646 prompts
AI Share of Voice
3%
across 646 prompts
Critical Issues
3
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 Quotient is visible in
2Executive summary
QuotientApp is a B2B quoting/proposal SaaS with strong third-party review visibility (notably G2 and Trustpilot) and public, crawlable pricing tiers. The biggest AI-citation risk is evaluation-stage grounding: there’s no evidence (from live checks) of first-party comparison pages and there’s no detectable SoftwareApplication/FAQPage structured data, which limits “alternatives to Quotient” and “Quotient vs X” answer inclusion.
Based on audit of quotientapp.com · Oct 9, 2026