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winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

qwen3-vl:8b

OLLAMA GGUF

qwen3vl · 8.8B · Q4_K_M

Good

Apr 28, 2026 · Intel Xeon® Gold 6230

Global Score
77 vs 72
Hardware Fit
38 vs 89
Quality Score
93 vs 64

Hardware

winnow-12b qwen3-vl:8b
MachineGMKtec EVO-X3HP HP Z8 G4 Workstation
CPUAMD RYZEN AI MAX+ 395Intel Xeon® Gold 6230
Cores3280
RAM120 GB252 GB
GPUAMD Radeon(TM) 8060S GraphicsTU104GL [Quadro RTX 5000]
OSMicrosoft Windows 11 Pro 10.0.26300Ubuntu 24.04.4 LTS
Archx64x64
Power Modebalancedlow-power

Performance

winnow-12b qwen3-vl:8b
Tokens/sec12.968.2
First chunk19 ms285 ms
TTFT9.7 s2.0 s
Load time86.2 s42.4 s
Memory usage51.3 GB7.1 GB
Memory %43%3%

HW Fit Score Breakdown

winnow-12b

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

qwen3-vl:8b

Speed
50/50
TTFT
9/20
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-vl:8b

Reasoning
16/20
Coding
3/20
Instruction
10/20
Structured
11/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Poor Instruction Following: Adequate Structured Output: Adequate Math: Strong Multilingual: Strong
View winnow-12b details | View qwen3-vl:8b 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