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prism-ml/bonsai-27b

LM-STUDIO GGUF

qwen35 · 27B · Q1_0

Excellent

Sep 20, 2026 · AMD Ryzen 9 8940HX

GPT-20B:20b

OLLAMA GGUF

gptoss · 20.9B · MXFP4

Good

Aug 24, 2026 · Intel Core™ Ultra X7 358H

Global Score
81 vs 78
Hardware Fit
95 vs 59
Quality Score
75 vs 86

Hardware

prism-ml/bonsai-27b GPT-20B:20b
MachineASUSTeK COMPUTER INC. ROG Strix G16 G614PH_G614PHGMKtec NucBox EVO-T2S
CPUAMD Ryzen 9 8940HXIntel Core™ Ultra X7 358H
Cores3216
RAM15 GB64 GB
GPUNVIDIA GeForce RTX 5050 Laptop GPU, AMD Radeon(TM) 610MIntel(R) Arc(TM) B390 GPU
OSMicrosoft Windows 11 Home Single Language 10.0.26200Microsoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

prism-ml/bonsai-27b GPT-20B:20b
Tokens/sec33.619.6
First chunk20 ms2068 ms
TTFT409 ms9.9 s
Load timeN/A12.8 s
Memory usage5.3 GB12.9 GB
Memory %35%20%

HW Fit Score Breakdown

prism-ml/bonsai-27b

Speed
46/50
TTFT
20/20
Memory
29/30

GPT-20B:20b

Speed
26/50
TTFT
3/20
Memory
30/30

Quality

prism-ml/bonsai-27b

Reasoning
17/20
Coding
13/20
Instruction
13/20
Structured
15/15
Math
8/15
Multilingual
9/10
Reasoning: Strong Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

GPT-20B:20b

Reasoning
18/20
Coding
18/20
Instruction
11/20
Structured
14/15
Math
15/15
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
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest