winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
qwen3.5:35b-a3b-q4_K_M
OLLAMA GGUFqwen35moe · 36.0B · Q4_K_M
Aug 22, 2026 · Intel Xeon® E5-2637 v3
Global Score
77 vs 90
Hardware Fit
38 vs 98
Quality Score
93 vs 86
Hardware
winnow-12b qwen3.5:35b-a3b-q4…
MachineGMKtec EVO-X3Dell Inc. Precision Tower 7910
CPUAMD RYZEN AI MAX+ 395Intel Xeon® E5-2637 v3
Cores3216
RAM120 GB96 GB
GPUAMD Radeon(TM) 8060S GraphicsNVIDIA GeForce RTX 3090, NVIDIA GeForce RTX 3060
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 10 Pro 10.0.19045
Archx64x64
Power Modebalancedbalanced
Performance
winnow-12b qwen3.5:35b-a3b-q4…
Tokens/sec12.948.4
First chunk19 ms1085 ms
TTFT9.7 s1.1 s
Load time86.2 s22.2 s
Memory usage51.3 GB22.9 GB
Memory %43%24%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
qwen3.5:35b-a3b-q4_K_M
Speed
50/50
TTFT
18/20
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
qwen3.5:35b-a3b-q4_K_M
Reasoning
16/20
Coding
18/20
Instruction
16/20
Structured
15/15
Math
11/15
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