gemma4:31b

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Not Rec.

Jul 7, 2026 · Cortex-X925

qwen3.5-9b-mlx

LM-STUDIO MLX

qwen3_5 · 9B · 4bit

Marginal

Mar 11, 2026 · Apple M4

Global Score

66 vs 58

Hardware Fit

40 vs 68

Quality Score

77 vs 54

Hardware

gemma4:31b qwen3.5-9b-mlx

MachineASUSTeK COMPUTER INC. GX10Mac mini

CPUCortex-X925Apple M4

Cores2010

RAM122 GB24 GB

GPUDevice 2e12Apple M4

OSUbuntu 24.04.4 LTSmacOS 26.3

Archarm64arm64

Power Modeperformancebalanced

Performance

gemma4:31b qwen3.5-9b-mlx

Tokens/sec10.716.7

First chunk983 ms23 ms

TTFT20.3 s14.1 s

Load time8.8 sN/A

Memory usage21.4 GB7.8 GB

Memory %18%33%

HW Fit Score Breakdown

gemma4:31b

Speed

10/50

TTFT

0/20

Memory

30/30

qwen3.5-9b-mlx

Speed

36/50

TTFT

3/20

Memory

29/30

Quality

gemma4:31b

Reasoning

14/20

Coding

17/20

Instruction

13/20

Structured

14/15

Math

10/15

Multilingual

9/10

Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

qwen3.5-9b-mlx

Reasoning

10/20

Coding

16/20

Instruction

4/20

Structured

9/15

Math

10/15

Multilingual

5/10

Reasoning: Adequate Coding: Strong Instruction Following: Poor Structured Output: Adequate Math: Adequate Multilingual: Adequate

View gemma4:31b details | View qwen3.5-9b-mlx details

Run yours and compare

$ npm install -g metrillm@latest

$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest