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winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

Sage-A1.5-Q4_K_M-GGUF:latest

OLLAMA GGUF

qwen35moe · 35.5B · Q4_K_M

Excellent

Oct 23, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
77 vs 86
Hardware Fit
38 vs 86
Quality Score
93 vs 86

Hardware

winnow-12b Sage-A1.5-Q4_K_M-G…
MachineGMKtec EVO-X3Micro-Star International Co., Ltd. MS-7E51
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 7 9700X 8-Core Processor
Cores3216
RAM120 GB31 GB
GPUAMD Radeon(TM) 8060S GraphicsNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 Pro 10.0.26300
Archx64x64
Power Modebalancedbalanced

Performance

winnow-12b Sage-A1.5-Q4_K_M-G…
Tokens/sec12.975.2
First chunk19 ms168 ms
TTFT9.7 s168 ms
Load time86.2 s0.0 s
Memory usage51.3 GB21.4 GB
Memory %43%69%

HW Fit Score Breakdown

winnow-12b

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

Sage-A1.5-Q4_K_M-GGUF:l…

Speed
50/50
TTFT
20/20
Memory
16/30

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

Sage-A1.5-Q4_K_M-GGUF:l…

Reasoning
16/20
Coding
18/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

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