winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
qwen3.8-9b-heretic-uncensored-nvfp4
LM-STUDIO GGUFqwen35 · 9B · Q8_0
Aug 20, 2026 · AMD Ryzen 7 9700X 8-Core Processor
Global Score
77 vs 82
Hardware Fit
38 vs 100
Quality Score
93 vs 74
Hardware
winnow-12b qwen3.8-9b-heretic…
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 qwen3.8-9b-heretic…
Tokens/sec12.9130.1
First chunk19 ms20 ms
TTFT9.7 s99 ms
Load time86.2 sN/A
Memory usage51.3 GB6.5 GB
Memory %43%21%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
qwen3.8-9b-heretic-unce…
Speed
50/50
TTFT
20/20
Memory
30/30
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
qwen3.8-9b-heretic-unce…
Reasoning
14/20
Coding
14/20
Instruction
13/20
Structured
14/15
Math
9/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate 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