AI Visibility
measured26/100
Emerging · in Serverless & Edge
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals71/100
Solid fundamentals
Avg Prompt Score
81
across 23 prompts
AI Share of Voice
100%
across 7 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Serverless & Edge
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.
Executive summary
Aiven is highly likely to be cited by AI engines for evaluation and conversion queries because it has strong G2 presence (e.g., 248 reviews for Aiven for Apache Kafka and 78 for Aiven for PostgreSQL) and a fully public, tiered pricing page with explicit plan prices. The single highest-ROI fix is to add/expand first-party, brand-led comparison pages for high-intent evaluation queries (e.g., Aiven vs Confluent/Redpanda/Kinesis) so AI can cite Aiven directly for shortlist formation rather than relying on third-party comparisons.
Based on audit of aiven.io · Aug 10, 2026