LLM Evals

MLflow vs LlamaIndex

MLflowLlamaIndex

40%

60%

Leading: LlamaIndex (60.3%)

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Model range	Tier	MLflow	LlamaIndex	None	Other	A rate
DeepSeek Flash 3.2–4.1	Mid	0	0	26	210	n/a
DeepSeek Pro 4–4 0813	Frontier	0	0	2	106	n/a
DeepSeek R1	Frontier	0	0	12	228	n/a
Devstral	Mid	0	0	19	182	n/a
Gemini Flash 2.5–3.8	Small	0	0	12	223	n/a
Gemini Pro 2.5–3.1 Preview	Frontier	0	0	17	221	n/a
GLM 5 Turbo–5.3	Frontier	0	0	19	221	n/a
GPT 5.4–6 Astra	Frontier	0	0	5	235	n/a
GPT Coding 5.3 Codex–6.1 Sol	Frontier	0	0	2	238	n/a
GPT Mini 5.4 Mini–6 Luna	Mid	0	0	9	228	n/a
Haiku	Small	0	0	4	227	n/a
Kimi 2.5–3	Frontier	0	0	5	221	n/a
Llama Maverick	Frontier	0	0	18	213	n/a
Llama Scout	Small	25	38	29	122	40%
MiMo Pro 2–2.6	Frontier	0	0	17	222	n/a
MiniMax M 2.7–3	Frontier	0	0	12	224	n/a
Mistral Small	Mid	0	0	5	221	n/a
Opus 4.6–5.5	Frontier	0	0	9	230	n/a
Qwen Coder	Mid	0	0	4	227	n/a
Sonnet 4.6–5.5	Frontier	0	0	11	229	n/a

Prompt	Tier	MLflow	LlamaIndex	None	Other	A rate
ai-support-agent-platform	Intermediate	5	7	6	562	42%
ai-support-agent-platform	Advanced	5	7	5	570	42%
ai-revenue-ops-copilot	Beginner	5	5	13	561	50%
ai-revenue-ops-copilot	Intermediate	2	7	5	566	22%
ai-support-agent-platform	Beginner	0	7	80	497	0%
ai-revenue-ops-copilot	Advanced	3	3	3	565	50%
ai-engineering-workflow	Intermediate	4	0	1	168	100%
ai-engineering-workflow	Advanced	1	0	1	166	100%
ai-agent-application	Advanced	0	1	0	172	0%
ai-agent-application	Intermediate	0	1	1	173	0%
ai-agent-application	Beginner	0	0	40	138	n/a
ai-engineering-workflow	Beginner	0	0	82	90	n/a