AI Visibility
measured33/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals59/100
Some gaps
Avg Prompt Score
96
across 184 prompts
AI Share of Voice
100%
across 168 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.
Executive summary
LeanDNA is a B2B supply chain/inventory optimization SaaS with strong AI-citation inputs from G2 (128 reviews, 4.5/5) and active Gartner Peer Insights presence (4.6 rating, but 0 all-time reviews shown). The biggest risk to appearing in evaluation-stage AI answers is missing/unclear first-party evaluation surfaces—especially crawlable pricing and structured comparison/evaluation pages—so AI must rely on third-party review sites instead of citing LeanDNA directly.
Based on audit of leandna.com · Aug 29, 2026