AI Visibility
measured43/100
Frequently Cited · in Semantic Layer Tools
measured from this brand's audit prompts
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
3
across 174 prompts
AI Share of Voice
1%
across 162 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Semantic Layer Tools
Composite = 50% coverage + 30% engine breadth + 20% position, measured across this brand's own audit prompts (it isn't in a tracked category rollup yet). 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
Cube.dev is a B2B semantic layer SaaS with strong AI citation inputs from G2 (27 reviews, 4.5★) and active first-party evaluation content (e.g., semantic-layer and competitor-alternative articles). The biggest AI citation risk is conversion-stage query capture—especially “How much does Cube cost?”—if pricing is not consistently crawlable/SSR for AI crawlers and if SoftwareApplication/FAQPage structured data is missing or incomplete.
Based on audit of cube.dev · Jul 14, 2026