winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
qwen3-coder:latest
OLLAMA GGUFqwen3moe · 30.5B · Q4_K_M
May 24, 2026 · Intel Gen Intel® Core™ i7-1355U
Global Score
77 vs 76
Hardware Fit
38 vs 51
Quality Score
93 vs 87
Hardware
winnow-12b qwen3-coder:latest
MachineGMKtec EVO-X3Dell Inc. Inspiron 15 3530
CPUAMD RYZEN AI MAX+ 395Intel Gen Intel® Core™ i7-1355U
Cores3212
RAM120 GB31 GB
GPUAMD Radeon(TM) 8060S GraphicsRaptor Lake-P [Iris Xe Graphics]
OSMicrosoft Windows 11 Pro 10.0.26300cachyos rolling
Archx64x64
Power Modebalancedlow-power
Performance
winnow-12b qwen3-coder:latest
Tokens/sec12.97.6
First chunk19 ms2037 ms
TTFT9.7 s2.0 s
Load time86.2 s8.7 s
Memory usage51.3 GB18.9 GB
Memory %43%61%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
qwen3-coder:latest
Speed
13/50
TTFT
18/20
Memory
20/30
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-coder:latest
Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong 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