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gemma4:12b-it-qat

OLLAMA GGUF

gemma4 · 11.9B · Q4_0

Excellent

Jun 25, 2026 · Apple M4 Pro

qwen3.8-27b-ridge

LM-STUDIO GGUF

qwen35 · 27B

Excellent

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

Global Score
88 vs 88
Hardware Fit
86 vs 97
Quality Score
89 vs 84

Hardware

gemma4:12b-it-qat qwen3.8-27b-ridge
MachineMac miniMicro-Star International Co., Ltd. MS-7E51
CPUApple M4 ProAMD Ryzen 7 9700X 8-Core Processor
Cores1216
RAM24 GB31 GB
GPUApple M4 ProNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 15.6.1Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

gemma4:12b-it-qat qwen3.8-27b-ridge
Tokens/sec30.053.8
First chunk686 ms25 ms
TTFT7.1 s282 ms
Load time5.4 sN/A
Memory usage7.1 GB12.6 GB
Memory %30%41%

HW Fit Score Breakdown

gemma4:12b-it-qat

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

qwen3.8-27b-ridge

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

Quality

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

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