AEO Score
68
Strong Presence
Avg Prompt Score
85
across 544 prompts
AI Share of Voice
85%
across 544 prompts
Critical Issues
4
critical + high
Shortlist Position
54/80
Leader · Ai Observability Discovery
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
1Your 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