AI Visibility
measured18/100
Emerging · in AI Infrastructure
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals60/100
Some gaps
Avg Prompt Score
4
across 450 prompts
AI Share of Voice
4%
across 450 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in AI Infrastructure
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 Saturn Cloud is visible in
3Executive summary
Saturn Cloud is highly likely to be cited by AI engines for evaluation-stage queries because it has a strong G2 presence (320 reviews shown on G2 with a 4.8 rating) and a crawlable, specific pricing page with per-hour GPU rates. The biggest citation risk is conversion-stage “pricing/plan” and evaluation-stage “SoftwareApplication/FAQ” structured extraction: you have pricing content, but there’s no confirmed SoftwareApplication/FAQPage structured-data coverage from live checks, and robots/llms.txt could not be verified safely.
Based on audit of saturncloud.io · Sep 1, 2026