Key Takeaways
Gemini 3.1 Flash Lite Preview wins:
- Cheaper input tokens
- Larger context window
- Faster response time
- Supports vision
- Supports tool calls
KAT Coder Pro V2 wins:
- Cheaper output tokens
- Higher intelligence benchmark
- Better at coding
Price Advantage
Gemini 3.1 Flash Lite Preview
Benchmark Advantage
KAT Coder Pro V2
Context Window
Gemini 3.1 Flash Lite Preview
Speed
Gemini 3.1 Flash Lite Preview
Pricing Comparison
Benchmark Comparison
Context & Performance
Capabilities
Feature Comparison
| Feature | Gemini 3.1 Flash Lite Preview | 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 | Gemini 3.1 Flash Lite Preview | KAT Coder Pro V2 |
|---|---|---|
| License | Proprietary | Proprietary |
| Author | Kwaipilot | |
| Released | Mar 2026 | Unknown |
Gemini 3.1 Flash Lite Preview Modalities
Input
textimagevideofileaudio
Output
text
KAT Coder Pro V2 Modalities
Input
Output