winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
qwen3.5:9b
OLLAMA GGUFqwen35 · 9.7B · Q4_K_M
Mar 7, 2026 · AMD Ryzen 5 5500
Global Score
77 vs 71
Hardware Fit
38 vs 56
Quality Score
93 vs 78
Hardware
winnow-12b qwen3.5:9b
MachineGMKtec EVO-X3System manufacturer
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 5 5500
Cores3212
RAM120 GB16 GB
GPUAMD Radeon(TM) 8060S GraphicsNVIDIA GeForce RTX 3060
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 IoT Enterprise LTSC 10.0.26100
Archx64x64
Power Modebalancedbalanced
Performance
winnow-12b qwen3.5:9b
Tokens/sec12.95.3
First chunk19 ms1624 ms
TTFT9.7 s1.6 s
Load time86.2 s4.0 s
Memory usage51.3 GB7.9 GB
Memory %43%50%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
qwen3.5:9b
Speed
11/50
TTFT
20/20
Memory
25/30
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
qwen3.5:9b
Reasoning
14/20
Coding
17/20
Instruction
12/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong 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