AI Visibility
measured18/100
Emerging · in Agent Frameworks
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals63/100
Some gaps
Avg Prompt Score
2
across 727 prompts
AI Share of Voice
2%
across 727 prompts
Critical Issues
2
critical + high
How AI Visibility breaks down
in Agent Frameworks
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 Akka is visible in
3Executive summary
Akka.io is already strongly positioned for AI citation in evaluation-stage queries via first-party comparison content (e.g., Akka vs Temporal) and strong third-party enterprise review presence (G2 + Gartner Peer Insights). The highest-ROI fix is to ensure SoftwareApplication/FAQPage structured data coverage for evaluation and pricing queries (and verify it’s crawlable on the main marketing site), because that’s the most common reason brands with good content still fail to appear in AI Overviews for “pricing” and “vs/alternatives” prompts.
Based on audit of akka.io · Aug 9, 2026