AI Visibility
measured80/100
Frequently Cited · in AI Observability
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals68/100
Solid fundamentals
Avg Prompt Score
89
across 606 prompts
AI Share of Voice
89%
across 606 prompts
Critical Issues
4
critical + high
Shortlist Position
54/80
Leader · Ai Observability Discovery
How AI Visibility breaks down
in AI Observability
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 WhyLabs is visible in
2Your visibility gap
WhyLabs surfaces in 54/80 Ai Observability discovery prompts. Claim this profile to see which 26 prompts you're missing and how to win them.
Executive summary
WhyLabs has strong AI citation signals from G2 (27 reviews, 4.6★) and appears in multiple discovery prompts for AI observability. The biggest risk to conversion-stage citation is that whylabs.ai is currently showing a discontinuation/closure message, which likely breaks first-party evaluation surfaces (pricing/comparisons) and reduces crawlable content for AI engines.
Based on audit of whylabs.ai · Jul 15, 2026