winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
qwen3-next:80b-a3b-instruct-q4_K_M
OLLAMA GGUFqwen3next · 79.7B · Q4_K_M
Aug 23, 2026 · Intel Xeon® E5-4650 v2
Global Score
77 vs 74
Hardware Fit
38 vs 42
Quality Score
93 vs 87
Hardware
winnow-12b qwen3-next:80b-a3b…
MachineGMKtec EVO-X3Dell Inc. PowerEdge R820
CPUAMD RYZEN AI MAX+ 395Intel Xeon® E5-4650 v2
Cores3280
RAM120 GB256 GB
GPUAMD Radeon(TM) 8060S GraphicsMicrosoft Basic Display Adapter
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows Server 2022 Datacenter 10.0.20348
Archx64x64
Power Modebalancedbalanced
Performance
winnow-12b qwen3-next:80b-a3b…
Tokens/sec12.93.9
First chunk19 ms2089 ms
TTFT9.7 s2.1 s
Load time86.2 s73.3 s
Memory usage51.3 GB46.9 GB
Memory %43%18%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
qwen3-next:80b-a3b-inst…
Speed
3/50
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-next:80b-a3b-inst…
Reasoning
18/20
Coding
19/20
Instruction
12/20
Structured
15/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Strong 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