AI Visibility
measured50/100
Frequently Cited · in Data & Analytics
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals—
Not audited yet
Avg Prompt Score
14
across 286 prompts
AI Share of Voice
14%
across 286 prompts
Shortlist Position
21/80
Niche · Data Analytics Discovery
How AI Visibility breaks down
in Data & Analytics
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.
Your visibility gap
Alation surfaces in 21/80 Data Analytics discovery prompts. Claim this profile to see which 59 prompts you're missing and how to win them.
Alation surfaces in 21 of 80 Data Analytics 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 alation.com · Sep 13, 2026