gemma4:31b

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Good

Apr 3, 2026 · AMD RYZEN AI MAX+ 395

qwen3.8-27b-mlx

LM-STUDIO UNKNOWN

27B

Good

Aug 17, 2026 · Apple M5 Max

Global Score

78 vs 66

Hardware Fit

47 vs 91

Quality Score

92 vs 55

Hardware

gemma4:31b qwen3.8-27b-mlx

MachineAZW GTR ProMacBook Pro

CPUAMD RYZEN AI MAX+ 395Apple M5 Max

Cores3218

RAM125 GB64 GB

GPURadeon 8060SApple M5 Max

OSUbuntu 24.04.4 LTSmacOS 27.0

Archx64arm64

Power Modeperformancebalanced

Performance

gemma4:31b qwen3.8-27b-mlx

Tokens/sec9.833.2

First chunk873 ms7 ms

TTFT873 ms311 ms

Load time7.0 sN/A

Memory usage68.3 GB0.5 GB

Memory %55%1%

HW Fit Score Breakdown

gemma4:31b

Speed

8/50

TTFT

16/20

Memory

23/30

qwen3.8-27b-mlx

Speed

41/50

TTFT

20/20

Memory

30/30

Quality

gemma4:31b

Reasoning

19/20

Coding

19/20

Instruction

16/20

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-mlx

Reasoning

19/20

Coding

13/20

Instruction

6/20

Structured

0/15

Math

14/15

Multilingual

3/10

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

View gemma4:31b details | View qwen3.8-27b-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