qwen3.8-27b-nvfp4-budget
LM-STUDIO GGUFqwen35 · 27B
Aug 20, 2026 · AMD Ryzen 7 9700X 8-Core Processor
gemma4:12b-it-qat
OLLAMA GGUFgemma4 · 11.9B · Q4_0
Jun 25, 2026 · Apple M4 Pro
Global Score
89 vs 88
Hardware Fit
96 vs 86
Quality Score
86 vs 89
Hardware
qwen3.8-27b-nvfp4-… gemma4:12b-it-qat
MachineMicro-Star International Co., Ltd. MS-7E51Mac mini
CPUAMD Ryzen 7 9700X 8-Core ProcessorApple M4 Pro
Cores1612
RAM31 GB24 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsApple M4 Pro
OSMicrosoft Windows 11 Pro 10.0.26200macOS 15.6.1
Archx64arm64
Power Modebalancedbalanced
Performance
qwen3.8-27b-nvfp4-… gemma4:12b-it-qat
Tokens/sec48.530.0
First chunk39 ms686 ms
TTFT283 ms7.1 s
Load timeN/A5.4 s
Memory usage13.7 GB7.1 GB
Memory %44%30%
HW Fit Score Breakdown
qwen3.8-27b-nvfp4-budget
Speed
50/50
TTFT
20/20
Memory
26/30
gemma4:12b-it-qat
Speed
50/50
TTFT
6/20
Memory
30/30
Quality
qwen3.8-27b-nvfp4-budget
Reasoning
16/20
Coding
18/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
gemma4:12b-it-qat
Reasoning
18/20
Coding
18/20
Instruction
14/20
Structured
15/15
Math
14/15
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