winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
google/gemma-4-e4b
LM-STUDIO GGUFgemma4 · 7.9B · Q4_K_M
Sep 20, 2026 · AMD Ryzen 9 8940HX
Global Score
77 vs 83
Hardware Fit
38 vs 96
Quality Score
93 vs 78
Hardware
winnow-12b google/gemma-4-e4b
MachineGMKtec EVO-X3ASUSTeK COMPUTER INC. ROG Strix G16 G614PH_G614PH
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 9 8940HX
Cores3232
RAM120 GB15 GB
GPUAMD Radeon(TM) 8060S GraphicsNVIDIA GeForce RTX 5050 Laptop GPU, AMD Radeon(TM) 610M
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 Home Single Language 10.0.26200
Archx64x64
Power Modebalancedbalanced
Performance
winnow-12b google/gemma-4-e4b
Tokens/sec12.935.9
First chunk19 ms9 ms
TTFT9.7 s182 ms
Load time86.2 sN/A
Memory usage51.3 GB6.5 GB
Memory %43%43%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
google/gemma-4-e4b
Speed
49/50
TTFT
20/20
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
google/gemma-4-e4b
Reasoning
14/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
6/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Weak 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