gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Good

Mar 7, 2026 · AMD Ryzen 5 5500

Global Score

85 vs 71

Hardware Fit

64 vs 56

Quality Score

94 vs 78

Hardware

gemma-4-31b-it-mlx qwen3.5:9b

MachineMacBook ProSystem manufacturer

CPUApple M4 MaxAMD Ryzen 5 5500

Cores1612

RAM128 GB16 GB

GPUApple M4 MaxNVIDIA GeForce RTX 3060

OSmacOS 26.5.2Microsoft Windows 11 IoT Enterprise LTSC 10.0.26100

Archarm64x64

Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx qwen3.5:9b

Tokens/sec13.65.3

First chunk16 ms1624 ms

TTFT558 ms1.6 s

Load time12.3 s4.0 s

Memory usage0.0 GB7.9 GB

Memory %0%50%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

qwen3.5:9b

Speed

11/50

TTFT

20/20

Memory

25/30

Quality

gemma-4-31b-it-mlx

Reasoning

19/20

Coding

19/20

Instruction

18/20

Structured

15/15

Math

14/15

Multilingual

9/10

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

qwen3.5:9b

Reasoning

14/20

Coding

17/20

Instruction

12/20

Structured

15/15

Math

10/15

Multilingual

10/10

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

View gemma-4-31b-it-mlx details | View qwen3.5:9b 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