AI Visibility
measured58/100
Frequently Cited · in Product Analytics
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals46/100
Some gaps
Avg Prompt Score
100
across 566 prompts
AI Share of Voice
100%
across 566 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Product Analytics
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 Qualitative is visible in
2Executive summary
Qualitative.io is a B2B user-research platform with publicly crawlable pricing (tiers and $ amounts) and a G2 presence, so it can be cited for conversion-stage queries. The biggest AI-citation risk is evaluation-stage “shortlist” queries that rely on first-party comparison content and structured product schema—your site appears to lack crawlable first-party comparison pages and SoftwareApplication/FAQPage-style structured data for evaluation questions.
Based on audit of qualitative.io · Sep 3, 2026