AI Visibility
measured16/100
Emerging · in Finance
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals50/100
Some gaps
Avg Prompt Score
8
across 166 prompts
AI Share of Voice
8%
across 166 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Finance
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.
Vestberry is a B2B portfolio intelligence platform for VC/PE teams and already has strong AI-citation inputs from G2 (40 reviews, 4.8/5). The biggest risk for AI engines is evaluation-stage citation for “vs/alternatives/pricing” queries because the site’s pricing page and key structured-data signals (SoftwareApplication/FAQPage) were not verifiably crawlable via live checks, and there’s no confirmed first-party “Vestberry vs competitor” surface.
Based on audit of vestberry.com · Oct 3, 2026