AI Visibility
measured18/100
Emerging · in Demand Planning
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals54/100
Some gaps
Avg Prompt Score
4
across 524 prompts
AI Share of Voice
4%
across 524 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Demand Planning
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 Conquest is visible in
2Executive summary
vAuto is likely to be cited by AI engines for evaluation-stage queries because it has a strong G2 presence (vAuto appears on G2 with a dedicated seller page). The biggest risk is conversion-stage and evaluation-stage “pricing + comparison” citation: vAuto’s site shows pricing-related resources but no clearly crawlable, tiered public pricing page surfaced in search, and first-party “[vAuto] vs [competitor]” pages were not evidenced.
Based on audit of vauto.com · Aug 30, 2026