winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
GPT-20B:20b
OLLAMA GGUFgptoss · 20.9B · MXFP4
Aug 19, 2026 · AMD Ryzen 9 9955HX3D 16-Core Processor
Global Score
77 vs 90
Hardware Fit
38 vs 79
Quality Score
93 vs 94
Hardware
winnow-12b GPT-20B:20b
MachineGMKtec EVO-X3HP HyperX OMEN Gaming Laptop 16-ap1xxx
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 9 9955HX3D 16-Core Processor
Cores3232
RAM120 GB31 GB
GPUAMD Radeon(TM) 8060S GraphicsAMD Radeon(TM) 610M, NVIDIA GeForce RTX 5070 Laptop GPU
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 Home 10.0.26200
Archx64x64
Power Modebalancedbalanced
Performance
winnow-12b GPT-20B:20b
Tokens/sec12.936.6
First chunk19 ms722 ms
TTFT9.7 s4.7 s
Load time86.2 s0.3 s
Memory usage51.3 GB13.1 GB
Memory %43%42%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
GPT-20B:20b
Speed
46/50
TTFT
6/20
Memory
27/30
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
GPT-20B:20b
Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
15/15
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