[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Braintrust
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

19

Limited Presence

Avg Prompt Score

49

across 283 prompts

AI Share of Voice

49%

across 283 prompts

Critical Issues

7

critical + high

Shortlist Position

7/80

Not Visible · Ai Observability Discovery

Per-stage performance

🔍Discovery
180 category
Cited56%101/180
Share of voice51%avg
Engine consensus33%of engines
Competitors3.1avg/cited
Sentiment—no data
⚖️Evaluation
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
🛡️Trust
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
💰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 Braintrust is visible in

1
  • AI Observability16 of 56→

Your visibility gap

Braintrust surfaces in 7/80 Ai Observability discovery prompts. Claim this profile to see which 73 prompts you're missing and how to win them.

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Executive summary

Braintrust is a B2B AI observability/evaluation SaaS and has strong first-party evaluation content plus first-party comparison pages (e.g., “LangSmith vs. Braintrust” and “Langfuse alternative: Braintrust vs. Langfuse”), which helps evaluation-stage citation. The highest-risk gap for AI citation is missing/unclear SoftwareApplication/FAQPage structured data and incomplete enterprise/secondary review authority (TrustRadius/Capterra/Gartner signals not found), which limits appearance in “best AI observability and evaluation software” and “worth it” shortlist answers.

Based on audit of braintrust.dev · May 7, 2026

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