AI Visibility
measured50/100
Frequently Cited · in Data & Analytics
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals26/100
Weak fundamentals
Avg Prompt Score
48
across 866 prompts
AI Share of Voice
48%
across 866 prompts
Critical Issues
6
critical + high
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.
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 Alation is visible in
3Your 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.
Executive summary
Alation is a well-cited B2B data governance/data analytics platform with strong third-party authority (G2 and Gartner Peer Insights presence). The biggest AI citation risk is evaluation-stage “best data & analytics software for [industry]” and “how to leverage data analytics for customer insights” queries—Alation lacks first-party, industry-specific evaluation content blocks that AI engines can reliably quote.
Based on audit of alation.com · Sep 13, 2026