AI Visibility
measured30/100
Emerging · in Feedback Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
100
across 196 prompts
AI Share of Voice
100%
across 196 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.
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 Respondent is visible in
1Executive summary
Respondent.io is a B2B participant recruiting/research platform with strong AI citation signals from G2 (526 reviews) and meaningful pricing transparency (public per-session tiers). The biggest risk for AI engines is evaluation-stage citation: first-party comparison coverage exists (e.g., Respondent vs UserTesting), but structured-data/SoftwareApplication/FAQPage signals for evaluation queries appear missing or unverified, limiting “brand vs competitor” and “pricing” extraction.
Based on audit of respondent.io · Oct 9, 2026