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Category data only— This brand hasn't been fully audited yet. Scores and prompt coverage are derived from category-wide AI runs.
AEO Score
68
Strong Presence
Avg Prompt Score
39
across 98 prompts
AI Share of Voice
39%
across 98 prompts
Shortlist Position
54/80
Leader · Ai Observability Discovery
Per-stage performance
Discovery
93 brand-level
Cited72%67/93
Share of voice36%avg
Engine consensus50%of engines
Competitors40.5avg/cited
Sentiment—no data
Evaluation
1 brand-level
Cited100%1/1
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
Trust
no prompts at this stage
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Conversion
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
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 surfaces in 54 of 80 Ai Observability discovery prompts across AI engines. This data is pre-computed from category prompt runs — run a full audit to generate detailed recommendations.
Based on audit of whylabs.ai · Jun 10, 2026