gemma4:31b

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Not Rec.

Jul 7, 2026 · Cortex-X925

qwen3.8-27b-mlx

LM-STUDIO UNKNOWN

27B

Good

Aug 17, 2026 · Apple M5 Max

Global Score

66 vs 66

Hardware Fit

40 vs 91

Quality Score

77 vs 55

Hardware

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

MachineASUSTeK COMPUTER INC. GX10MacBook Pro

CPUCortex-X925Apple M5 Max

Cores2018

RAM122 GB64 GB

GPUDevice 2e12Apple M5 Max

OSUbuntu 24.04.4 LTSmacOS 27.0

Archarm64arm64

Power Modeperformancebalanced

Performance

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

Tokens/sec10.733.2

First chunk983 ms7 ms

TTFT20.3 s311 ms

Load time8.8 sN/A

Memory usage21.4 GB0.5 GB

Memory %18%1%

HW Fit Score Breakdown

gemma4:31b

Speed

10/50

TTFT

0/20

Memory

30/30

qwen3.8-27b-mlx

Speed

41/50

TTFT

20/20

Memory

30/30

Quality

gemma4:31b

Reasoning

14/20

Coding

17/20

Instruction

13/20

Structured

14/15

Math

10/15

Multilingual

9/10

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