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

Oct 3, 2026 · Cortex-X925

Global Score

85 vs 84

Hardware Fit

64 vs 66

Quality Score

94 vs 92

Hardware

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

MachineMacBook ProNVIDIA NVIDIA_DGX_Spark

CPUApple M4 MaxCortex-X925

Cores1620

RAM128 GB122 GB

GPUApple M4 MaxDevice 2e12

OSmacOS 26.5.2Ubuntu 24.04.5 LTS

Archarm64arm64

Power Modebalancedperformance

Performance

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

Tokens/sec13.629.4

First chunk16 ms306 ms

TTFT558 ms4.8 s

Load time12.3 s5.3 s

Memory usage0.0 GB16.2 GB

Memory %0%13%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

qwen3.8:27b

Speed

31/50

TTFT

5/20

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

19/20

Coding

19/20

Instruction

14/20

Structured

15/15

Math

15/15

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 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