AI Visibility
measured18/100
Emerging · in Document Generation
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals40/100
Some gaps
Avg Prompt Score
9
across 149 prompts
AI Share of Voice
9%
across 149 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Document Generation
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.
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.
Henchman is a B2B legal-tech SaaS with a strong G2 presence (4.5/5 from 14 reviews), so it is likely to be cited for brand-aware evaluation queries. The biggest AI-citation risk is conversion-stage and evaluation-stage crawlability: the homepage timed out during audit, and there is no evidence (from live search) of first-party pricing or SoftwareApplication/FAQ structured data that AI engines can reliably extract.
Based on audit of henchman.io · Oct 5, 2026