AI Visibility
measured29/100
Emerging · in Observability & APM
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals3/100
Weak fundamentals
Avg Prompt Score
6
across 303 prompts
AI Share of Voice
6%
across 303 prompts
Critical Issues
4
critical + high
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.
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.
AppSignal is a B2B APM platform with strong AI-citation foundations: it has a meaningful G2 presence (38 reviews on the seller page) and publicly crawlable pricing with explicit tiers. The biggest AI citation risk is evaluation-stage “SoftwareApplication/FAQ” structured-data coverage (no discoverable SoftwareApplication/FAQPage schema in live search) and missing/unclear analyst/enterprise review signals (no Gartner Peer Insights evidence found).
Based on audit of appsignal.com · Sep 1, 2026