Back to leaderboard

google/gemma-4-12b-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Excellent

Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor

orcarouter/Qwen3.8-27B-Uncensored:iq4_xs

OLLAMA GGUF

qwen35 · 27.3B · IQ4_XS

Excellent

Sep 11, 2026 · Intel Core™ i5-10400

Global Score
92 vs 88
Hardware Fit
100 vs 69
Quality Score
89 vs 96

Hardware

google/gemma-4-12b… orcarouter/Qwen3.8…
MachineMicro-Star International Co., Ltd. MS-7E51ASUS
CPUAMD Ryzen 7 9700X 8-Core ProcessorIntel Core™ i5-10400
Cores1612
RAM31 GB16 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsTodesk Virtual Display Adapter, AskLink Display Adapter (SDR), OrayIddDriver Device, NVIDIA GeForce RTX 3080
OSMicrosoft Windows 11 Pro 10.0.26200Microsoft Windows 10 专业版 10.0.19045
Archx64x64
Power Modebalancedbalanced

Performance

google/gemma-4-12b… orcarouter/Qwen3.8…
Tokens/sec90.739.5
First chunk26 ms220 ms
TTFT127 ms3.2 s
Load timeN/A13.7 s
Memory usage6.7 GB14.2 GB
Memory %21%89%

HW Fit Score Breakdown

google/gemma-4-12b-qat

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

orcarouter/Qwen3.8-27B-…

Speed
50/50
TTFT
14/20
Memory
5/30

Quality

google/gemma-4-12b-qat

Reasoning
17/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

orcarouter/Qwen3.8-27B-…

Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong 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