AI Visibility
measured40/100
Frequently Cited · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals6/100
Weak fundamentals
Avg Prompt Score
7
across 303 prompts
AI Share of Voice
7%
across 303 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Developer Tools
Composite = 60% coverage + 40% engine breadth, 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.
User Interviews is strongly positioned for AI citation in evaluation-stage queries because it has a large G2 presence (1,046 reviews, 4.6/5, Grid® leader) and a first-party comparison hub page. The highest-risk query pattern is conversion/evaluation queries that require crawlable, tiered pricing and structured product metadata (SoftwareApplication/FAQPage); the single highest-ROI fix is to ensure pricing + key evaluation pages are fully crawlable/SSR and backed by SoftwareApplication + FAQPage schema so AI engines can quote pricing and features reliably.
Based on audit of userinterviews.com · May 7, 2026