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:8b
OLLAMA GGUFllama · 8.0B · Q4_K_M
Mar 6, 2026 · Apple M4
Global Score
89 vs 77
Hardware Fit
99 vs 92
Quality Score
85 vs 70
Hardware
Qwen3.8-27B-Ridge-… cogito:8b
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:8b
Tokens/sec60.621.0
First chunk148 ms312 ms
TTFT148 ms312 ms
Load time5.7 s0.8 s
Memory usage11.0 GB10.4 GB
Memory %35%33%
HW Fit Score Breakdown
Qwen3.8-27B-Ridge-3.7bp…
Speed
50/50
TTFT
20/20
Memory
29/30
cogito:8b
Speed
42/50
TTFT
20/20
Memory
30/30
Quality
Qwen3.8-27B-Ridge-3.7bp…
Reasoning
15/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
cogito:8b
Reasoning
14/20
Coding
13/20
Instruction
13/20
Structured
15/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak 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