AI Visibility
measured18/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
2
across 521 prompts
AI Share of Voice
2%
across 521 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Vertical SaaS
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 Quandri is visible in
2Executive summary
Quandri is already well-positioned for AI citation in evaluation-stage queries because it has a strong G2 presence (43 reviews, 4.5/5). The biggest risk is conversion-stage citation: the site appears to rely on “Book a demo” rather than publicly crawlable, tiered pricing, which prevents AI engines from answering “pricing/cost” prompts from first-party sources.
Based on audit of quandri.io · Sep 1, 2026