winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
Qwen3.8-27B-Opus-Distill-IQ3_XXS:latest
OLLAMA GGUFqwen35 · 27.3B · IQ3_XXS
Aug 18, 2026 · AMD Ryzen 7 9700X 8-Core Processor
Global Score
77 vs 90
Hardware Fit
38 vs 98
Quality Score
93 vs 86
Hardware
winnow-12b Qwen3.8-27B-Opus-D…
MachineGMKtec EVO-X3Micro-Star International Co., Ltd. MS-7E51
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 7 9700X 8-Core Processor
Cores3216
RAM120 GB31 GB
GPUAMD Radeon(TM) 8060S GraphicsNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modebalancedbalanced
Performance
winnow-12b Qwen3.8-27B-Opus-D…
Tokens/sec12.961.8
First chunk19 ms325 ms
TTFT9.7 s325 ms
Load time86.2 s5.5 s
Memory usage51.3 GB12.2 GB
Memory %43%39%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
Qwen3.8-27B-Opus-Distil…
Speed
50/50
TTFT
20/20
Memory
28/30
Quality
winnow-12b
Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
Qwen3.8-27B-Opus-Distil…
Reasoning
16/20
Coding
17/20
Instruction
16/20
Structured
15/15
Math
12/15
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$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest