Qwen3.8-27B-Ridge-3.7bpw_empero.ai:latest
OLLAMA GGUFqwen35 · 27.3B · IQ2_M
Aug 27, 2026 · AMD Ryzen 7 9700X 8-Core Processor
cogito:3b
OLLAMA GGUFllama · 3.6B · Q4_K_M
Mar 6, 2026 · Apple M4
Global Score
75 vs 67
Hardware Fit
99 vs 100
Quality Score
64 vs 53
Hardware
Qwen3.8-27B-Ridge-… cogito:3b
MachineMicro-Star International Co., Ltd. MS-7E51MacBook Air
CPUAMD Ryzen 7 9700X 8-Core ProcessorApple M4
Cores1610
RAM31 GB32 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsApple M4
OSMicrosoft Windows 11 Pro 10.0.26200macOS 26.3
Archx64arm64
Power Modebalancedbalanced
Performance
Qwen3.8-27B-Ridge-… cogito:3b
Tokens/sec60.345.6
First chunk154 ms177 ms
TTFT154 ms177 ms
Load time0.0 s0.8 s
Memory usage11.0 GB7.0 GB
Memory %35%22%
HW Fit Score Breakdown
Qwen3.8-27B-Ridge-3.7bp…
Speed
50/50
TTFT
20/20
Memory
29/30
cogito:3b
Speed
50/50
TTFT
20/20
Memory
30/30
Quality
Qwen3.8-27B-Ridge-3.7bp…
Reasoning
20/20
Coding
17/20
Instruction
6/20
Structured
1/15
Math
14/15
Multilingual
6/10
Reasoning: Strong Coding: Strong Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Adequate
cogito:3b
Reasoning
6/20
Coding
8/20
Instruction
13/20
Structured
15/15
Math
2/15
Multilingual
9/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor 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