gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

gemma4:12b-it-qat

OLLAMA GGUF

gemma4 · 11.9B · Q4_0

Excellent

Jun 25, 2026 · Apple M4 Pro

Global Score

85 vs 88

Hardware Fit

64 vs 86

Quality Score

94 vs 89

Hardware

gemma-4-31b-it-mlx gemma4:12b-it-qat

MachineMacBook ProMac mini

CPUApple M4 MaxApple M4 Pro

Cores1612

RAM128 GB24 GB

GPUApple M4 MaxApple M4 Pro

OSmacOS 26.5.2macOS 15.6.1

Archarm64arm64

Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx gemma4:12b-it-qat

Tokens/sec13.630.0

First chunk16 ms686 ms

TTFT558 ms7.1 s

Load time12.3 s5.4 s

Memory usage0.0 GB7.1 GB

Memory %0%30%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

gemma4:12b-it-qat

Speed

50/50

TTFT

6/20

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

gemma4:12b-it-qat

Reasoning

18/20

Coding

18/20

Instruction

14/20

Structured

15/15

Math

14/15

Multilingual

10/10

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

View gemma-4-31b-it-mlx details | View gemma4:12b-it-qat 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