AEO Score
66
Strong Presence
Avg Prompt Score
38
across 122 prompts
AI Share of Voice
38%
across 122 prompts
Shortlist Position
53/80
Leader · Ai Observability Discovery
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.
Your visibility gap
LangSmith surfaces in 53/80 Ai Observability discovery prompts. Claim this profile to see which 27 prompts you're missing and how to win them.
LangSmith surfaces in 53 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 smith.langchain.com · Jun 21, 2026