LLM Evals

MLflow vs Arize Phoenix

MLflowArize Phoenix

43%

57%

Leading: Arize Phoenix (57.1%)

Verified critics can leave comments here.

Verified critics can leave comments here.

Model	Tier	MLflow	Arize Phoenix	None	Other	A rate
Llama 4 Scout	Small	24	3	20	138	89%
Qwen3 Coder Next	Mid	0	14	4	180	0%
GPT 5.4 Mini	Mid	0	6	8	187	0%
MiniMax M2.7	Frontier	0	5	5	119	0%
Mistral Small 4	Mid	0	3	3	183	0%
Gemini 3.5 Flash	Small	0	1	7	64	0%
Claude Haiku 4.5	Small	0	0	3	191	n/a
Claude Opus 4.6	Frontier	0	0	0	132	n/a
Claude Opus 4.8	Frontier	0	0	6	65	n/a
Claude Sonnet 4.6	Frontier	0	0	6	198	n/a
DeepSeek R1 0528	Frontier	0	0	9	195	n/a
DeepSeek V3.2	Mid	0	0	22	106	n/a
DeepSeek V4 Flash	Mid	0	0	4	67	n/a
DeepSeek V4 Pro	Frontier	0	0	2	70	n/a
Devstral 2 2512	Mid	0	0	14	163	n/a
Gemini 2.5 Flash	Small	0	0	1	126	n/a
Gemini 2.5 Pro	Frontier	0	0	11	191	n/a
GLM 5 Turbo	Frontier	0	0	19	113	n/a
GLM 5.2	Frontier	0	0	0	72	n/a
GPT 5.3 Codex	Frontier	0	0	0	204	n/a
GPT 5.4	Frontier	0	0	0	132	n/a
GPT 5.5	Frontier	0	0	2	70	n/a
Kimi K2.5	Frontier	0	0	3	116	n/a
Kimi K2.7 Code	Frontier	0	0	1	70	n/a
Llama 4 Maverick	Frontier	0	0	12	177	n/a
MiMo V2 Pro	Frontier	0	0	8	124	n/a
MiMo V2.5 Pro	Frontier	0	0	8	63	n/a
MiniMax M3	Frontier	0	0	5	67	n/a

Prompt	Tier	MLflow	Arize Phoenix	None	Other	A rate
ai-revenue-ops-copilot	Beginner	5	7	11	503	42%
ai-revenue-ops-copilot	Advanced	3	5	3	503	38%
ai-support-agent-platform	Beginner	0	8	73	446	0%
ai-support-agent-platform	Intermediate	4	3	6	509	57%
ai-engineering-workflow	Intermediate	4	2	1	105	67%
ai-revenue-ops-copilot	Intermediate	2	4	4	512	33%
ai-support-agent-platform	Advanced	5	0	5	517	100%
ai-engineering-workflow	Advanced	1	2	1	108	33%
ai-agent-application	Advanced	0	1	0	111	0%
ai-agent-application	Beginner	0	0	25	94	n/a
ai-agent-application	Intermediate	0	0	1	112	n/a
ai-engineering-workflow	Beginner	0	0	53	63	n/a