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LLM Observability
Methodology

Braintrust vs PromptLayer

BraintrustBRBraintrustvsPRPromptLayer
BraintrustPromptLayer
33%
67%

Leading: PromptLayer (66.7%)

Insufficient data
This matchup has 27 decisive cases (minimum 30 required for publication).

Statistics

MetricValue
Braintrust wins9
PromptLayer wins18
Abstains (no tool)57
Other tool chosen2626
Decisive cases27
Braintrust win rate (unweighted)33.3%
95% CI18.6% - 52.2%
Braintrust win rate (weighted)33.3%

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PromptLayer

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Per-model breakdown

ModelTierBraintrustPromptLayerNoneOtherA rate
Llama 4 ScoutSmall018141040%
Claude Haiku 4.5Small900132100%
Claude Opus 4.6Frontier000132n/a
Claude Opus 4.8Frontier00111n/a
Claude Sonnet 4.6Frontier001143n/a
DeepSeek R1 0528Frontier001143n/a
DeepSeek V3.2Mid000132n/a
DeepSeek V4 FlashMid00110n/a
DeepSeek V4 ProFrontier00111n/a
Devstral 2 2512Mid0017121n/a
Gemini 2.5 FlashSmall001131n/a
Gemini 2.5 ProFrontier006138n/a
Gemini 3.5 FlashSmall00012n/a
GLM 5 TurboFrontier000132n/a
GLM 5.2Frontier00012n/a
GPT 5.3 CodexFrontier000144n/a
GPT 5.4Frontier000132n/a
GPT 5.4 MiniMid001143n/a
GPT 5.5Frontier00012n/a
Kimi K2.5Frontier004115n/a
Kimi K2.7 CodeFrontier00012n/a
Llama 4 MaverickFrontier002141n/a
MiMo V2 ProFrontier002130n/a
MiMo V2.5 ProFrontier00012n/a
MiniMax M2.7Frontier003127n/a
MiniMax M3Frontier00012n/a
Mistral Small 4Mid001140n/a
Qwen3 Coder NextMid001142n/a

Per-prompt breakdown

PromptTierBraintrustPromptLayerNoneOtherA rate
ai-revenue-ops-copilotAdvanced01424130%
ai-revenue-ops-copilotBeginner9029399100%
ai-support-agent-platformAdvanced0314310%
ai-revenue-ops-copilotIntermediate0114210%
ai-agent-applicationIntermediate00019n/a
ai-agent-applicationAdvanced00019n/a
ai-agent-applicationBeginner00317n/a
ai-engineering-workflowAdvanced00020n/a
ai-engineering-workflowBeginner00713n/a
ai-engineering-workflowIntermediate00019n/a
ai-support-agent-platformBeginner0013420n/a
ai-support-agent-platformIntermediate001435n/a