AI Visibility
measured84/100
Frequently Cited · in AI Observability
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals39/100
Weak fundamentals
Avg Prompt Score
85
across 465 prompts
AI Share of Voice
85%
across 465 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in AI Observability
Composite = 60% coverage + 40% engine breadth, 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 Fiddler AI is visible in
3Executive summary
Fiddler.ai is a B2B AI observability/security SaaS and has strong first-party evaluation content (including a first-party /compare/ page) plus a publicly accessible pricing page with a specific $0.002/trace Developer tier. The biggest AI-citation risk is evaluation-stage “vs/alternatives” coverage: G2 exists but shows “not enough reviews” for buying insight, and there’s no evidence (from live checks) of TrustRadius/Gartner Peer Insights/analyst-market-quote presence—so AI engines may cite competitors or generic category sources instead of Fiddler.
Based on audit of fiddler.ai · May 7, 2026