AI Visibility
measured68/100
Frequently Cited · in Observability & APM
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals55/100
Some gaps
Avg Prompt Score
53
across 163 prompts
AI Share of Voice
53%
across 163 prompts
Critical Issues
5
critical + high
Shortlist Position
52/80
Leader · Observability Apm Discovery
How AI Visibility breaks down
in Observability & APM
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 Prometheus is visible in
1Your visibility gap
Prometheus surfaces in 52/80 Observability Apm discovery prompts. Claim this profile to see which 28 prompts you're missing and how to win them.
Executive summary
Prometheus.io is highly visible for observability/APM discovery queries (your shortlist shows it appears in 65% of discovery prompts), and it has strong first-party “comparison to alternatives” content that AI can cite. The biggest remaining citation risk is evaluation/conversion intent: there is no clear, crawlable pricing/tier page and there’s no evidence of SoftwareApplication/FAQPage structured data for APM evaluation queries, which limits AI’s ability to answer “best APM tools for [segment]” and “pricing/cost” prompts with first-party citations.
Based on audit of prometheus.io · May 6, 2026