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Qwen3.8-27B-Ridge-3.7bpw_empero.ai:latest

OLLAMA GGUF

qwen35 · 27.3B · IQ2_M

Excellent

Aug 27, 2026 · AMD Ryzen 7 9700X 8-Core Processor

gemma4:12b-it-qat

OLLAMA GGUF

gemma4 · 11.9B · Q4_0

Excellent

Jun 25, 2026 · Apple M4 Pro

Global Score
89 vs 88
Hardware Fit
99 vs 86
Quality Score
85 vs 89

Hardware

Qwen3.8-27B-Ridge-… 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-Ridge-… gemma4:12b-it-qat
Tokens/sec60.630.0
First chunk148 ms686 ms
TTFT148 ms7.1 s
Load time5.7 s5.4 s
Memory usage11.0 GB7.1 GB
Memory %35%30%

HW Fit Score Breakdown

Qwen3.8-27B-Ridge-3.7bp…

Speed
50/50
TTFT
20/20
Memory
29/30

gemma4:12b-it-qat

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

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-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
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest