AI Visibility
measured18/100
Emerging · in AI Infrastructure
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals46/100
Some gaps
Avg Prompt Score
98
across 16 prompts
AI Share of Voice
98%
across 16 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in AI Infrastructure
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 Blackbox is visible in
1Executive summary
useblackbox.io is likely cited by AI engines primarily through third-party evaluation sources (notably G2), but it is at risk for evaluation/conversion queries that require crawlable first-party pricing and comparison content. The single highest-ROI fix is to ensure first-party, SSR-crawlable pricing + evaluation pages ("[Brand] vs [Competitor]" and "[Brand] pricing") so AI can cite useblackbox.io directly for shortlist and cost questions.
Based on audit of useblackbox.io · Sep 1, 2026