LLM Evals

MLflow vs Arize Phoenix

MLflowArize Phoenix

41%

59%

Leading: Arize Phoenix (58.6%)

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Model	Tier	MLflow	Arize Phoenix	None	Other	A rate
Llama 4 Scout	Small	24	3	23	139	89%
Qwen3 Coder Next	Mid	0	14	4	185	0%
GPT 5.4 Mini	Mid	0	6	8	193	0%
MiniMax M2.7	Frontier	0	5	5	113	0%
Mistral Small 4	Mid	0	5	3	188	0%
Gemini 3.5 Flash	Small	0	1	8	75	0%
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 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 2.5 Pro	Frontier	0	0	9	199	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 5.5	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 M3	Frontier	0	0	6	78	n/a

Prompt	Tier	MLflow	Arize Phoenix	None	Other	A rate
ai-revenue-ops-copilot	Beginner	5	7	11	502	42%
ai-revenue-ops-copilot	Advanced	3	5	2	506	38%
ai-support-agent-platform	Beginner	0	8	75	445	0%
ai-support-agent-platform	Intermediate	4	3	5	510	57%
ai-revenue-ops-copilot	Intermediate	2	5	4	512	29%
ai-engineering-workflow	Intermediate	4	2	1	124	67%
ai-support-agent-platform	Advanced	5	0	5	517	100%
ai-engineering-workflow	Advanced	1	3	1	125	25%
ai-agent-application	Advanced	0	1	0	130	0%
ai-agent-application	Beginner	0	0	28	110	n/a
ai-agent-application	Intermediate	0	0	1	131	n/a
ai-engineering-workflow	Beginner	0	0	61	73	n/a