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LLM Evals
Methodology

UpTrain vs Datadog

UPUpTrainvsDatadogDADatadog
UpTrainDatadog
52%
48%

Leading: UpTrain (52.2%)

Insufficient data
This matchup has 23 decisive cases (minimum 30 required for publication).

Statistics

MetricValue
UpTrain wins12
Datadog wins11
Abstains (no tool)237
Other tool chosen4268
Decisive cases23
UpTrain win rate (unweighted)52.2%
95% CI33.0% - 70.8%
UpTrain win rate (weighted)52.2%

Comments

UpTrain

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Datadog

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Model range breakdown

Model rangeTierUpTrainDatadogNoneOtherA rate
DeepSeek Flash 3.2–4.1Mid712620288%
DeepSeek Pro 4–4 0813Frontier002106n/a
DeepSeek R1Frontier0012228n/a
DevstralMid0019182n/a
Gemini Flash 2.5–3.8Small010122130%
Gemini Pro 2.5–3.1 PreviewFrontier5017216100%
GLM 5 Turbo–5.3Frontier0019221n/a
GPT 5.4–6 AstraFrontier005235n/a
GPT Coding 5.3 Codex–6.1 SolFrontier002238n/a
GPT Mini 5.4 Mini–6 LunaMid009228n/a
HaikuSmall004227n/a
Kimi 2.5–3Frontier005221n/a
Llama MaverickFrontier0018213n/a
Llama ScoutSmall0029185n/a
MiMo Pro 2–2.6Frontier0017222n/a
MiniMax M 2.7–3Frontier0012224n/a
Mistral SmallMid005221n/a
Opus 4.6–5.5Frontier009230n/a
Qwen CoderMid004227n/a
Sonnet 4.6–5.5Frontier0011229n/a

Per-prompt breakdown

PromptTierUpTrainDatadogNoneOtherA rate
ai-support-agent-platformAdvanced49556931%
ai-revenue-ops-copilotBeginner311356775%
ai-support-agent-platformBeginner3080501100%
ai-agent-applicationAdvanced100172100%
ai-engineering-workflowBeginner108289100%
ai-support-agent-platformIntermediate0165730%
ai-agent-applicationBeginner0040138n/a
ai-agent-applicationIntermediate001174n/a
ai-engineering-workflowAdvanced001167n/a
ai-engineering-workflowIntermediate001172n/a
ai-revenue-ops-copilotIntermediate005575n/a
ai-revenue-ops-copilotAdvanced003571n/a