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winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.0B · Q4_K_M

Excellent

Oct 31, 2026 · Intel Gen Intel® Core™ i9-12900H

Global Score
77 vs 85
Hardware Fit
38 vs 100
Quality Score
93 vs 79

Hardware

winnow-12b qwen3.5:9b
MachineGMKtec EVO-X3Micro-Star International Co., Ltd. Stealth GS77 12UH
CPUAMD RYZEN AI MAX+ 395Intel Gen Intel® Core™ i9-12900H
Cores3220
RAM120 GB32 GB
GPUAMD Radeon(TM) 8060S GraphicsIntel(R) Iris(R) Xe Graphics, NVIDIA GeForce RTX 3080 Laptop GPU
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 Home 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

winnow-12b qwen3.5:9b
Tokens/sec12.941.4
First chunk19 ms162 ms
TTFT9.7 s162 ms
Load time86.2 s8.1 s
Memory usage51.3 GB5.9 GB
Memory %43%19%

HW Fit Score Breakdown

winnow-12b

Speed
11/50
TTFT
0/20
Memory
27/30

qwen3.5:9b

Speed
50/50
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

qwen3.5:9b

Reasoning
14/20
Coding
15/20
Instruction
15/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View winnow-12b details | View qwen3.5:9b details

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest