adityakale/kotakneo
OLLAMA GGUFAug 5, 2026 · AMD RYZEN AI MAX+ 395
winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
Global Score
77 vs 77
Hardware Fit
100 vs 38
Quality Score
67 vs 93
Hardware
adityakale/kotakneo winnow-12b
MachineAZW GTR ProGMKtec EVO-X3
CPUAMD RYZEN AI MAX+ 395AMD RYZEN AI MAX+ 395
Cores3232
RAM125 GB120 GB
GPURadeon 8060SAMD Radeon(TM) 8060S Graphics
OSUbuntu 24.04.4 LTSMicrosoft Windows 11 Pro 10.0.26300
Archx64x64
Power Modelow-powerbalanced
Performance
adityakale/kotakneo winnow-12b
Tokens/sec81.212.9
First chunk183 ms19 ms
TTFT183 ms9.7 s
Load time2.5 s86.2 s
Memory usage17.8 GB51.3 GB
Memory %14%43%
HW Fit Score Breakdown
adityakale/kotakneo
Speed
50/50
TTFT
20/20
Memory
30/30
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
Quality
adityakale/kotakneo
Reasoning
11/20
Coding
14/20
Instruction
16/20
Structured
14/15
Math
3/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Poor Multilingual: Strong
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
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