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
gemma4:12b-mlx
OLLAMA GGUFJul 4, 2026 · Apple M2 Pro
Global Score
89 vs 81
Hardware Fit
99 vs 82
Quality Score
85 vs 81
Hardware
Qwen3.8-27B-Ridge-… gemma4:12b-mlx
MachineMicro-Star International Co., Ltd. MS-7E51MacBook Pro
CPUAMD Ryzen 7 9700X 8-Core ProcessorApple M2 Pro
Cores1610
RAM31 GB16 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsApple M2 Pro
OSMicrosoft Windows 11 Pro 10.0.26200macOS 26.5
Archx64arm64
Power Modebalancedbalanced
Performance
Qwen3.8-27B-Ridge-… gemma4:12b-mlx
Tokens/sec60.625.3
First chunk148 ms761 ms
TTFT148 ms7.7 s
Load time5.7 s3.6 s
Memory usage11.0 GB7.1 GB
Memory %35%44%
HW Fit Score Breakdown
Qwen3.8-27B-Ridge-3.7bp…
Speed
50/50
TTFT
20/20
Memory
29/30
gemma4:12b-mlx
Speed
50/50
TTFT
6/20
Memory
26/30
Quality
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
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
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