AI Visibility
measured54/100
Frequently Cited · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals76/100
Solid fundamentals
Avg Prompt Score
98
across 375 prompts
AI Share of Voice
100%
across 359 prompts
Critical Issues
5
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
Veeva is highly likely to be cited by AI engines for life-sciences enterprise software shortlists because it has strong third-party review presence (notably G2) and credible analyst/enterprise signals (Gartner Peer Insights). The biggest AI-citation risk is evaluation-stage “brand vs competitor” and “pricing” queries: Veeva’s first-party comparison and pricing surfaces appear thin/uncrawlable for AI, so models may rely on third parties instead of citing veeva.com.
Based on audit of veeva.com · Jun 8, 2026