AI Visibility
measured23/100
Emerging · in Feedback Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
9
across 325 prompts
AI Share of Voice
9%
across 325 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Feedback Management
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.
userback.io is a B2B SaaS with strong AI-citation inputs from G2 (290 reviews, 4.7/5) and clear, crawlable pricing/plan tiers. The biggest AI citation risk is evaluation-stage “vs/alternatives” and conversion-stage “pricing” queries when AI needs first-party, schema-rich pages—your domain has comparison pages, but structured-data coverage (SoftwareApplication/FAQPage/aggregate rating) and crawlability signals for those pages are not evidenced in the live checks.
Based on audit of userback.io · Oct 4, 2026