AI Visibility
measured18/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals46/100
Some gaps
Avg Prompt Score
14
across 174 prompts
AI Share of Voice
14%
across 174 prompts
Critical Issues
6
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 Vouched is visible in
1Executive summary
Vouched is a B2B identity verification (IDV/KYC) SaaS that already has meaningful AI-citation inputs from G2 and strong LinkedIn authority (12,414 followers). The biggest AI citation risk is evaluation-stage coverage: there’s no clearly crawlable first-party “[Vouched] vs [Competitor]” surface found, so AI engines likely rely on third-party comparisons instead of citing Vouched directly for shortlist formation.
Based on audit of vouched.id · Sep 30, 2026