LLM Evals

UpTrain vs Datadog

UpTrainDatadog

50%

Insufficient data

This matchup has 22 decisive cases (minimum 30 required for publication).

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Model	Tier	UpTrain	Datadog	None	Other	A rate
Gemini 2.5 Flash	Small	0	10	1	110	0%
DeepSeek V3.2	Mid	6	1	22	94	86%
Gemini 2.5 Pro	Frontier	5	0	9	194	100%
Claude Haiku 4.5	Small	0	0	4	196	n/a
Claude Opus 4.6	Frontier	0	0	0	126	n/a
Claude Opus 4.8	Frontier	0	0	7	76	n/a
Claude Sonnet 4.6	Frontier	0	0	7	203	n/a
DeepSeek R1 0528	Frontier	0	0	10	200	n/a
DeepSeek V4 Flash	Mid	0	0	4	79	n/a
DeepSeek V4 Pro	Frontier	0	0	2	82	n/a
Devstral 2 2512	Mid	0	0	14	158	n/a
Gemini 3.5 Flash	Small	0	0	8	76	n/a
GLM 5 Turbo	Frontier	0	0	19	107	n/a
GLM 5.2	Frontier	0	0	0	84	n/a
GPT 5.3 Codex	Frontier	0	0	0	210	n/a
GPT 5.4	Frontier	0	0	0	126	n/a
GPT 5.4 Mini	Mid	0	0	8	199	n/a
GPT 5.5	Frontier	0	0	3	81	n/a
Kimi K2.5	Frontier	0	0	3	111	n/a
Kimi K2.7 Code	Frontier	0	0	1	82	n/a
Llama 4 Maverick	Frontier	0	0	14	181	n/a
Llama 4 Scout	Small	0	0	23	166	n/a
MiMo V2 Pro	Frontier	0	0	8	118	n/a
MiMo V2.5 Pro	Frontier	0	0	9	74	n/a
MiniMax M2.7	Frontier	0	0	5	118	n/a
MiniMax M3	Frontier	0	0	6	78	n/a
Mistral Small 4	Mid	0	0	3	193	n/a
Qwen3 Coder Next	Mid	0	0	4	199	n/a

Prompt	Tier	UpTrain	Datadog	None	Other	A rate
ai-support-agent-platform	Advanced	3	9	5	510	25%
ai-revenue-ops-copilot	Beginner	3	1	11	510	75%
ai-support-agent-platform	Beginner	3	0	75	450	100%
ai-agent-application	Advanced	1	0	0	130	100%
ai-engineering-workflow	Beginner	1	0	61	72	100%
ai-support-agent-platform	Intermediate	0	1	5	516	0%
ai-agent-application	Beginner	0	0	28	110	n/a
ai-agent-application	Intermediate	0	0	1	131	n/a
ai-engineering-workflow	Advanced	0	0	1	129	n/a
ai-engineering-workflow	Intermediate	0	0	1	130	n/a
ai-revenue-ops-copilot	Intermediate	0	0	4	519	n/a
ai-revenue-ops-copilot	Advanced	0	0	2	514	n/a