AI Visibility
measured43/100
Frequently Cited · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals71/100
Solid fundamentals
Avg Prompt Score
97
across 127 prompts
AI Share of Voice
100%
across 111 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Vertical SaaS
Composite = 60% coverage + 40% engine breadth, 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
KarbonHQ is a strong B2B SaaS citation candidate for evaluation-stage queries because it has a large, highly rated G2 presence (824 reviews, 4.8/5) and clear first-party pricing plus multiple first-party comparison pages. The biggest AI citation risk is conversion-stage “pricing” and evaluation “vs/alternatives” queries only if key pages are not consistently crawlable/SSR for AI bots; the highest-ROI fix is to ensure SoftwareApplication/FAQPage structured data and crawlability for pricing + comparison URLs.
Based on audit of karbonhq.com · Jun 10, 2026