gemma4:12b-mlx
OLLAMA GGUFAug 24, 2026 · Apple M1 Pro
Qwen3.8-27B-Ridge-3.7bpw_empero.ai:latest
OLLAMA GGUFqwen35 · 27.3B · IQ2_M
Aug 27, 2026 · AMD Ryzen 7 9700X 8-Core Processor
Global Score
71 vs 89
Hardware Fit
76 vs 99
Quality Score
69 vs 85
Hardware
gemma4:12b-mlx Qwen3.8-27B-Ridge-…
MachineMacBook ProMicro-Star International Co., Ltd. MS-7E51
CPUApple M1 ProAMD Ryzen 7 9700X 8-Core Processor
Cores1016
RAM16 GB31 GB
GPUApple M1 ProNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.6.2Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced
Performance
gemma4:12b-mlx Qwen3.8-27B-Ridge-…
Tokens/sec25.060.6
First chunk787 ms148 ms
TTFT30.0 s148 ms
Load time4.0 s5.7 s
Memory usage7.1 GB11.0 GB
Memory %45%35%
HW Fit Score Breakdown
gemma4:12b-mlx
Speed
50/50
TTFT
0/20
Memory
26/30
Qwen3.8-27B-Ridge-3.7bp…
Speed
50/50
TTFT
20/20
Memory
29/30
Quality
gemma4:12b-mlx
Reasoning
14/20
Coding
10/20
Instruction
9/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Weak Structured Output: Strong Math: Adequate Multilingual: Strong
Qwen3.8-27B-Ridge-3.7bp…
Reasoning
15/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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