LLM Evals

UpTrain vs Datadog

UpTrainDatadog

48%

52%

Leading: Datadog (52.4%)

Insufficient data

This matchup has 21 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	116	0%
DeepSeek V3.2	Mid	7	1	22	98	88%
Gemini 2.5 Pro	Frontier	3	0	9	132	100%
Claude Haiku 4.5	Small	0	0	1	136	n/a
Claude Opus 4.6	Frontier	0	0	0	132	n/a
Claude Opus 4.8	Frontier	0	0	1	11	n/a
Claude Sonnet 4.6	Frontier	0	0	1	143	n/a
DeepSeek R1 0528	Frontier	0	0	7	137	n/a
DeepSeek V4 Flash	Mid	0	0	1	11	n/a
DeepSeek V4 Pro	Frontier	0	0	1	11	n/a
Devstral 2 2512	Mid	0	0	6	129	n/a
Gemini 3.5 Flash	Small	0	0	1	11	n/a
GLM 5 Turbo	Frontier	0	0	19	113	n/a
GLM 5.2	Frontier	0	0	0	12	n/a
GPT 5.3 Codex	Frontier	0	0	0	144	n/a
GPT 5.4	Frontier	0	0	0	132	n/a
GPT 5.4 Mini	Mid	0	0	3	140	n/a
GPT 5.5	Frontier	0	0	0	12	n/a
Kimi K2.5	Frontier	0	0	3	116	n/a
Kimi K2.7 Code	Frontier	0	0	1	11	n/a
Llama 4 Maverick	Frontier	0	0	2	135	n/a
Llama 4 Scout	Small	0	0	7	124	n/a
MiMo V2 Pro	Frontier	0	0	8	124	n/a
MiMo V2.5 Pro	Frontier	0	0	0	12	n/a
MiniMax M2.7	Frontier	0	0	5	124	n/a
MiniMax M3	Frontier	0	0	1	11	n/a
Mistral Small 4	Mid	0	0	2	134	n/a
Qwen3 Coder Next	Mid	0	0	3	138	n/a

Prompt	Tier	UpTrain	Datadog	None	Other	A rate
ai-support-agent-platform	Advanced	4	9	5	412	31%
ai-revenue-ops-copilot	Beginner	3	1	10	416	75%
ai-support-agent-platform	Beginner	3	0	66	362	100%
ai-support-agent-platform	Intermediate	0	1	5	422	0%
ai-agent-application	Intermediate	0	0	0	20	n/a
ai-agent-application	Advanced	0	0	0	18	n/a
ai-agent-application	Beginner	0	0	5	15	n/a
ai-engineering-workflow	Advanced	0	0	0	18	n/a
ai-engineering-workflow	Beginner	0	0	8	12	n/a
ai-engineering-workflow	Intermediate	0	0	0	17	n/a
ai-revenue-ops-copilot	Intermediate	0	0	4	420	n/a
ai-revenue-ops-copilot	Advanced	0	0	2	417	n/a