winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
lfm2.5:latest
OLLAMA GGUFlfm2moe · 8.5B · Q4_K_M
Jun 11, 2026 · Intel Core™ i5-8350U
Global Score
77 vs 73
Hardware Fit
38 vs 93
Quality Score
93 vs 65
Hardware
winnow-12b lfm2.5:latest
MachineGMKtec EVO-X3LENOVO 20L7CTO1WW
CPUAMD RYZEN AI MAX+ 395Intel Core™ i5-8350U
Cores328
RAM120 GB23 GB
GPUAMD Radeon(TM) 8060S GraphicsKaby Lake-R GT2 [UHD Graphics 620]
OSMicrosoft Windows 11 Pro 10.0.26300Fedora Linux 44
Archx64x64
Power Modebalancedperformance
Performance
winnow-12b lfm2.5:latest
Tokens/sec12.918.3
First chunk19 ms981 ms
TTFT9.7 s981 ms
Load time86.2 s8.0 s
Memory usage51.3 GB4.9 GB
Memory %43%21%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
lfm2.5:latest
Speed
43/50
TTFT
20/20
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
lfm2.5:latest
Reasoning
2/20
Coding
11/20
Instruction
14/20
Structured
13/15
Math
15/15
Multilingual
10/10
Reasoning: Poor Coding: Adequate Instruction Following: Adequate 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