AI Visibility
measured44/100
Frequently Cited · in ETL & Data Integration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals72/100
Solid fundamentals
Avg Prompt Score
38
across 954 prompts
AI Share of Voice
37%
across 938 prompts
Critical Issues
2
critical + high
How AI Visibility breaks down
in ETL & Data Integration
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.
Categories Confluent is visible in
3Executive summary
Confluent.io is highly likely to be cited by AI engines for evaluation-stage queries because it has strong third-party review/analyst signals (e.g., Gartner Peer Insights 4.6/5 from 204 ratings) and first-party comparison content via its /compare/ library. The single highest-ROI fix is to strengthen structured data coverage (SoftwareApplication/FAQPage/Organization sameAs) and ensure it’s consistently present on the pages AI engines use for evaluation and conversion (especially pricing and comparison pages).
Based on audit of confluent.io · Aug 23, 2026