AI Visibility
measured16/100
Emerging · in Survey Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
7
across 293 prompts
AI Share of Voice
7%
across 293 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in Survey Tools
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 quantilope is visible in
2Executive summary
Quantilope is a B2B SaaS (consumer/market research automation) with meaningful AI-citation traction via G2 (40 reviews) and a publicly crawlable pricing page (Business/Pro/Enterprise tiers with starting price). The biggest AI citation risk is evaluation-stage “vs/alternatives/pricing” queries where first-party comparison content and B2B structured data (SoftwareApplication/FAQPage) are likely missing or not discoverable—so AI must rely on third parties instead of citing quantilope.com directly.
Based on audit of quantilope.com · Jul 14, 2026