AI Visibility
measured33/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals69/100
Solid fundamentals
Avg Prompt Score
8
across 325 prompts
AI Share of Voice
8%
across 325 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Developer Tools
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 Swarmia is visible in
3Executive summary
Swarmia is highly likely to be cited by AI engines for evaluation-stage queries because it has strong G2 presence (294–315 reviews surfaced in search results) and an active Gartner Peer Insights vendor profile. The single highest-ROI fix is to strengthen first-party evaluation surfaces for “Swarmia vs [competitor]” and “Swarmia pricing” by ensuring structured data (SoftwareApplication/FAQPage) and crawlable comparison/pricing pages are consistently indexable for AI crawlers.
Based on audit of swarmia.com · Sep 30, 2026