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
- Supports tool calls
Price Advantage
QwQ 32B
Benchmark Advantage
KAT-Coder-Pro V1
Context Window
KAT-Coder-Pro V1
Speed
KAT-Coder-Pro V1
Pricing Comparison
Price Comparison
| Metric | KAT-Coder-Pro V1 | QwQ 32B | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $0.21 | $0.15 | QwQ 32B |
| Output (per 1M tokens) | $0.83 | $0.40 | QwQ 32B |
| Cache Read (per 1M) | $41400.00 | N/A | KAT-Coder-Pro V1 |
Using a 3:1 input/output ratio, QwQ 32B is 41% cheaper overall.
KAT-Coder-Pro V1 Providers
AtlasCloud $0.21 (Cheapest)
Novita $0.21 (Cheapest)
StreamLake $0.21 (Cheapest)
QwQ 32B Providers
SiliconFlow $0.15 (Cheapest)
NextBit $0.15 (Cheapest)
Hyperbolic $0.25
Benchmark Comparison
8
Benchmarks Compared
5
KAT-Coder-Pro V1 Wins
0
QwQ 32B Wins
Benchmark Scores
| Benchmark | KAT-Coder-Pro V1 | QwQ 32B | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 36.1 | 19.7 | |
Coding Index Code generation & understanding | 18.3 | - | - |
Math Index Mathematical reasoning | 94.7 | 29.0 | |
MMLU Pro Academic knowledge | 81.3 | 76.4 | |
GPQA Graduate-level science | 76.4 | 59.3 | |
LiveCodeBench Competitive programming | 74.7 | 63.1 | |
Aider Real-world code editing | - | 26.2 | - |
AIME Competition math | - | 78.0 | - |
KAT-Coder-Pro V1 significantly outperforms in coding benchmarks.
Cost vs Quality
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KAT-Coder-Pro V1
Other models
Context & Performance
Context Window
KAT-Coder-Pro V1
256,000
tokens
Max output: 128,000 tokens
QwQ 32B
32,768
tokens
Max output: 32,768 tokens
KAT-Coder-Pro V1 has a 87% larger context window.
Speed Performance
| Metric | KAT-Coder-Pro V1 | QwQ 32B | Winner |
|---|---|---|---|
| Tokens/second | 58.3 tok/s | 28.9 tok/s | |
| Time to First Token | 1.79s | 0.51s |
KAT-Coder-Pro V1 responds 102% faster on average.
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
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Output
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QwQ 32B Modalities
Input
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Output
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