AI Visibility
measured18/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals35/100
Weak fundamentals
Avg Prompt Score
9
across 158 prompts
AI Share of Voice
9%
across 158 prompts
Critical Issues
5
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.
Categories Abound is visible in
2Executive summary
Abound is a B2B corporate tax/1099 compliance software vendor with strong primary third-party validation on G2 (15 reviews, 4.9★). However, AI citation readiness is likely constrained by missing/uncrawlable first-party evaluation assets (notably pricing and brand-vs-competitor comparison pages) and limited evidence of structured data/AI-crawler discoverability on withabound.com.
Based on audit of withabound.com · Oct 18, 2026