Key Takeaways
Olmo 3.1 32B Instruct wins:
- Cheaper input tokens
- Cheaper output tokens
- Larger context window
- Supports tool calls
KAT Coder Pro V2 wins:
- Faster response time
- Higher intelligence benchmark
- Better at coding
Price Advantage
Olmo 3.1 32B Instruct
Benchmark Advantage
KAT Coder Pro V2
Context Window
Olmo 3.1 32B Instruct
Speed
KAT Coder Pro V2
Pricing Comparison
Benchmark Comparison
Context & Performance
Capabilities
Feature Comparison
| Feature | Olmo 3.1 32B Instruct | KAT Coder Pro V2 |
|---|---|---|
Vision (Image Input) | ||
Tool/Function Calls | ||
Reasoning Mode | ||
Audio Input | ||
Audio Output | ||
PDF Input | ||
Prompt Caching | ||
Web Search |
License & Release
| Property | Olmo 3.1 32B Instruct | KAT Coder Pro V2 |
|---|---|---|
| License | Open Source | Proprietary |
| Author | Allenai | Kwaipilot |
| Released | Jan 2026 | Unknown |
Olmo 3.1 32B Instruct Modalities
Input
text
Output
text
KAT Coder Pro V2 Modalities
Input
Output