Key Takeaways
Cogito V2 Preview Llama 109B wins:
- Cheaper input tokens
- Cheaper output tokens
- Has reasoning mode
GPT-5.4 wins:
- Larger context window
- Faster response time
- Higher intelligence benchmark
- Better at coding
- Supports vision
Price Advantage
Cogito V2 Preview Llama 109B
Benchmark Advantage
GPT-5.4
Context Window
GPT-5.4
Speed
GPT-5.4
Pricing Comparison
Benchmark Comparison
Context & Performance
Capabilities
Feature Comparison
| Feature | Cogito V2 Preview Llama 109B | GPT-5.4 |
|---|---|---|
Vision (Image Input) | ||
Tool/Function Calls | ||
Reasoning Mode | ||
Audio Input | ||
Audio Output | ||
PDF Input | ||
Prompt Caching | ||
Web Search |
License & Release
| Property | Cogito V2 Preview Llama 109B | GPT-5.4 |
|---|---|---|
| License | Open Source | Proprietary |
| Author | Deepcogito | OpenAI |
| Released | Unknown | Mar 2026 |
Cogito V2 Preview Llama 109B Modalities
Input
Output
GPT-5.4 Modalities
Input
textimagefile
Output
text