qwen2.5vl:3b
OLLAMA GGUFqwen25vl · 3.8B · Q4_K_M
Oct 31, 2026 · Intel Gen Intel® Core™ i9-12900H
cogito:3b
OLLAMA GGUFllama · 3.6B · Q4_K_M
Mar 6, 2026 · Apple M4
Global Score
77 vs 67
Hardware Fit
100 vs 100
Quality Score
67 vs 53
Hardware
qwen2.5vl:3b cogito:3b
MachineMicro-Star International Co., Ltd. Stealth GS77 12UHMacBook Air
CPUIntel Gen Intel® Core™ i9-12900HApple M4
Cores2010
RAM32 GB32 GB
GPUIntel(R) Iris(R) Xe Graphics, NVIDIA GeForce RTX 3080 Laptop GPUApple M4
OSMicrosoft Windows 11 Home 10.0.26200macOS 26.3
Archx64arm64
Power Modebalancedbalanced
Performance
qwen2.5vl:3b cogito:3b
Tokens/sec106.545.6
First chunk68 ms177 ms
TTFT68 ms177 ms
Load time17.8 s0.8 s
Memory usage2.8 GB7.0 GB
Memory %9%22%
HW Fit Score Breakdown
qwen2.5vl:3b
Speed
50/50
TTFT
20/20
Memory
30/30
cogito:3b
Speed
50/50
TTFT
20/20
Memory
30/30
Quality
qwen2.5vl:3b
Reasoning
11/20
Coding
15/20
Instruction
12/20
Structured
14/15
Math
6/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
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