AI Visibility
measured64/100
Frequently Cited · in Product Experience
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals21/100
Weak fundamentals
Avg Prompt Score
62
across 589 prompts
AI Share of Voice
62%
across 589 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Product Experience
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.
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.
Userpilot is already strongly positioned for AI citation in evaluation-stage queries via high-volume G2 presence (985 reviews on G2) and a publicly crawlable pricing page with tiered MAU-based plans (e.g., Starter from $299/mo). The biggest remaining risk is conversion-stage “pricing/cost” and evaluation-stage “vs/alternatives” citation being limited by missing/unclear first-party structured comparison + SaaS-specific schema (SoftwareApplication/FAQPage) that AI engines can reliably extract.
Based on audit of userpilot.com · Jun 10, 2026