Key Takeaways
KAT-Coder-Pro V1 wins:
- Larger context window
- Faster response time
- Higher intelligence benchmark
- Better at coding
- Better at math
QwQ 32B wins:
- Cheaper input tokens
- Cheaper output tokens
- Has reasoning mode
Price Advantage
QwQ 32B
Benchmark Advantage
KAT-Coder-Pro V1
Context Window
KAT-Coder-Pro V1
Speed
KAT-Coder-Pro V1
Pricing Comparison
Benchmark Comparison
Context & Performance
Capabilities
Feature Comparison
| Feature | KAT-Coder-Pro V1 | QwQ 32B |
|---|---|---|
Vision (Image Input) | ||
Tool/Function Calls | ||
Reasoning Mode | ||
Audio Input | ||
Audio Output | ||
PDF Input | ||
Prompt Caching | ||
Web Search |
License & Release
| Property | KAT-Coder-Pro V1 | QwQ 32B |
|---|---|---|
| License | Open Source | Open Source |
| Author | Kwaipilot | Qwen |
| Released | Nov 2025 | Mar 2025 |
KAT-Coder-Pro V1 Modalities
Input
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Output
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QwQ 32B Modalities
Input
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Output
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