AI Visibility
measured42/100
Frequently Cited · in Data & Analytics
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals—
Not audited yet
Avg Prompt Score
2
across 166 prompts
AI Share of Voice
2%
across 166 prompts
Shortlist Position
0/80
Not Visible · Cloud Security Discovery
How AI Visibility breaks down
in Data & Analytics
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.
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.
Your visibility gap
Vantage surfaces in 0/80 Cloud Security discovery prompts. Claim this profile to see which 80 prompts you're missing and how to win them.
Vantage surfaces in 0 of 80 Cloud Security discovery prompts across AI engines. This data is pre-computed from category prompt runs — run a full audit to generate detailed recommendations.
Based on audit of vantage.sh · Aug 28, 2026