qwen3.8:27b

OLLAMA GGUF

qwen35 · 27.3B · Q4_K_M

Excellent

Aug 15, 2026 · AMD RYZEN AI MAX+ 395

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score

80 vs 85

Hardware Fit

66 vs 64

Quality Score

86 vs 94

Hardware

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

MachineAZW GTR ProMacBook Pro

CPUAMD RYZEN AI MAX+ 395Apple M4 Max

Cores3216

RAM125 GB128 GB

GPURadeon 8060SApple M4 Max

OSUbuntu 24.04.4 LTSmacOS 26.5.2

Archx64arm64

Power Modelow-powerbalanced

Performance

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

Tokens/sec18.413.6

First chunk587 ms16 ms

TTFT587 ms558 ms

Load time7.4 s12.3 s

Memory usage17.4 GB0.0 GB

Memory %14%0%

HW Fit Score Breakdown

qwen3.8:27b

Speed

17/50

TTFT

19/20

Memory

30/30

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

Quality

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

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

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