gemma-4-31b-it-mlx
LM-STUDIO MLXgemma4 · 31B · 8bit
Aug 19, 2026 · Apple M4 Max
Qwen3-80B:80B
OLLAMA GGUFqwen3next · 79.7B · Q4_K_M
Aug 19, 2026 · AMD Ryzen 9 9955HX3D 16-Core Processor
Global Score
85 vs 62
Hardware Fit
64 vs 10
Quality Score
94 vs 84
Hardware
gemma-4-31b-it-mlx Qwen3-80B:80B
MachineMacBook ProHP HyperX OMEN Gaming Laptop 16-ap1xxx
CPUApple M4 MaxAMD Ryzen 9 9955HX3D 16-Core Processor
Cores1632
RAM128 GB31 GB
GPUApple M4 MaxAMD Radeon(TM) 610M, NVIDIA GeForce RTX 5070 Laptop GPU
OSmacOS 26.5.2Microsoft Windows 11 Home 10.0.26200
Archarm64x64
Power Modebalancedbalanced
Performance
gemma-4-31b-it-mlx Qwen3-80B:80B
Tokens/sec13.64.9
First chunk16 ms8006 ms
TTFT558 ms8.0 s
Load time12.3 s63.7 s
Memory usage0.0 GB47.3 GB
Memory %0%153%
HW Fit Score Breakdown
gemma-4-31b-it-mlx
Speed
14/50
TTFT
20/20
Memory
30/30
Qwen3-80B:80B
Speed
6/50
TTFT
4/20
Memory
0/30
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
Qwen3-80B:80B
Reasoning
17/20
Coding
19/20
Instruction
13/20
Structured
13/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest