prism-ml/bonsai-27b
LM-STUDIO GGUFqwen35 · 27B · Q1_0
Sep 20, 2026 · AMD Ryzen 9 8940HX
llama3.1:8b
OLLAMA GGUFllama · 8.0B · Q4_K_M
Aug 25, 2026 · Apple M1 Pro
Global Score
81 vs 72
Hardware Fit
95 vs 77
Quality Score
75 vs 70
Hardware
prism-ml/bonsai-27b llama3.1:8b
MachineASUSTeK COMPUTER INC. ROG Strix G16 G614PH_G614PHMacBook Pro
CPUAMD Ryzen 9 8940HXApple M1 Pro
Cores3210
RAM15 GB16 GB
GPUNVIDIA GeForce RTX 5050 Laptop GPU, AMD Radeon(TM) 610MApple M1 Pro
OSMicrosoft Windows 11 Home Single Language 10.0.26200macOS 26.6.2
Archx64arm64
Power Modebalancedbalanced
Performance
prism-ml/bonsai-27b llama3.1:8b
Tokens/sec33.621.5
First chunk20 ms368 ms
TTFT409 ms368 ms
Load timeN/A6.9 s
Memory usage5.3 GB12.9 GB
Memory %35%81%
HW Fit Score Breakdown
prism-ml/bonsai-27b
Speed
46/50
TTFT
20/20
Memory
29/30
llama3.1:8b
Speed
47/50
TTFT
20/20
Memory
10/30
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
llama3.1:8b
Reasoning
12/20
Coding
18/20
Instruction
13/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
Run yours and compare
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npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest