gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

qwen3.8:27b

OLLAMA GGUF

qwen35 · 27.3B · Q4_K_M

Excellent

Aug 15, 2026 · AMD RYZEN AI MAX+ 395

Global Score

85 vs 80

Hardware Fit

64 vs 66

Quality Score

94 vs 86

Hardware

gemma-4-31b-it-mlx qwen3.8:27b

MachineMacBook ProAZW GTR Pro

CPUApple M4 MaxAMD RYZEN AI MAX+ 395

Cores1632

RAM128 GB125 GB

GPUApple M4 MaxRadeon 8060S

OSmacOS 26.5.2Ubuntu 24.04.4 LTS

Archarm64x64

Power Modebalancedlow-power

Performance

gemma-4-31b-it-mlx qwen3.8:27b

Tokens/sec13.618.4

First chunk16 ms587 ms

TTFT558 ms587 ms

Load time12.3 s7.4 s

Memory usage0.0 GB17.4 GB

Memory %0%14%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

qwen3.8:27b

Speed

17/50

TTFT

19/20

Memory

30/30

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

qwen3.8:27b

Reasoning

17/20

Coding

18/20

Instruction

16/20

Structured

14/15

Math

11/15

Multilingual

10/10

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

View gemma-4-31b-it-mlx details | View qwen3.8:27b 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