Back to leaderboard

gemma4:12b-mlx

OLLAMA GGUF
Excellent

Jul 4, 2026 · Apple M2 Pro

qwen3.8-27b-ridge

LM-STUDIO GGUF

qwen35 · 27B

Excellent

Aug 20, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
81 vs 88
Hardware Fit
82 vs 97
Quality Score
81 vs 84

Hardware

gemma4:12b-mlx qwen3.8-27b-ridge
MachineMacBook ProMicro-Star International Co., Ltd. MS-7E51
CPUApple M2 ProAMD Ryzen 7 9700X 8-Core Processor
Cores1016
RAM16 GB31 GB
GPUApple M2 ProNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.5Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

gemma4:12b-mlx qwen3.8-27b-ridge
Tokens/sec25.353.8
First chunk761 ms25 ms
TTFT7.7 s282 ms
Load time3.6 sN/A
Memory usage7.1 GB12.6 GB
Memory %44%41%

HW Fit Score Breakdown

gemma4:12b-mlx

Speed
50/50
TTFT
6/20
Memory
26/30

qwen3.8-27b-ridge

Speed
50/50
TTFT
20/20
Memory
27/30

Quality

gemma4:12b-mlx

Reasoning
16/20
Coding
15/20
Instruction
12/20
Structured
15/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

qwen3.8-27b-ridge

Reasoning
15/20
Coding
18/20
Instruction
17/20
Structured
14/15
Math
10/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

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