AI Visibility
measured18/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals53/100
Some gaps
Avg Prompt Score
61
across 19 prompts
AI Share of Voice
100%
across 3 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
Echobox is a B2B publisher-focused automation platform with strong third-party review visibility (e.g., 107 G2 reviews at 4.6/5). The biggest AI-citation risk is conversion-stage evaluation queries: the first-party pricing page is a “get your pricing quote” form (no public tiers/prices), and there’s no clear evidence of first-party “[Echobox] vs [Competitor]” pages or crawlable structured evaluation content.
Based on audit of echobox.com · Aug 29, 2026