LLM Evals

TruLens vs MLflow

TruLensMLflow

44%

56%

Leading: MLflow (55.8%)

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Model	Tier	TruLens	MLflow	None	Other	A rate
Llama 4 Scout	Small	0	24	23	142	0%
Mistral Small 4	Mid	12	0	3	181	100%
DeepSeek R1 0528	Frontier	4	0	10	196	100%
Gemini 2.5 Pro	Frontier	3	0	9	196	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 V3.2	Mid	0	0	22	101	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 2.5 Flash	Small	0	0	1	120	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
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
Qwen3 Coder Next	Mid	0	0	4	199	n/a

Prompt	Tier	TruLens	MLflow	None	Other	A rate
ai-support-agent-platform	Intermediate	3	4	5	510	43%
ai-revenue-ops-copilot	Beginner	2	5	11	507	29%
ai-support-agent-platform	Advanced	1	5	5	516	17%
ai-agent-application	Advanced	5	0	0	126	100%
ai-engineering-workflow	Intermediate	1	4	1	125	20%
ai-revenue-ops-copilot	Advanced	1	3	2	510	25%
ai-agent-application	Beginner	3	0	28	107	100%
ai-revenue-ops-copilot	Intermediate	1	2	4	516	33%
ai-agent-application	Intermediate	2	0	1	129	100%
ai-engineering-workflow	Advanced	0	1	1	128	0%
ai-engineering-workflow	Beginner	0	0	61	73	n/a
ai-support-agent-platform	Beginner	0	0	75	453	n/a