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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

qwen3-next:80b-a3b-instruct-q4_K_M

OLLAMA GGUF

qwen3next · 79.7B · Q4_K_M

Good

Aug 18, 2026 · Intel Xeon® E5-2637 v3

Global Score
85 vs 78
Hardware Fit
64 vs 51
Quality Score
94 vs 89

Hardware

gemma-4-31b-it-mlx qwen3-next:80b-a3b…
MachineMacBook ProDell Inc. Precision Tower 7910
CPUApple M4 MaxIntel Xeon® E5-2637 v3
Cores1616
RAM128 GB96 GB
GPUApple M4 MaxNVIDIA GeForce RTX 3090, NVIDIA GeForce RTX 3060
OSmacOS 26.5.2Microsoft Windows 10 Pro 10.0.19045
Archarm64x64
Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx qwen3-next:80b-a3b…
Tokens/sec13.68.7
First chunk16 ms1251 ms
TTFT558 ms1.3 s
Load time12.3 s61.6 s
Memory usage0.0 GB48.3 GB
Memory %0%50%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed
14/50
TTFT
20/20
Memory
30/30

qwen3-next:80b-a3b-inst…

Speed
9/50
TTFT
17/20
Memory
25/30

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-next:80b-a3b-inst…

Reasoning
18/20
Coding
19/20
Instruction
14/20
Structured
15/15
Math
13/15
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-next:80b-a3b… 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