Key Takeaways
KAT-Coder-Pro V1 wins:
- Larger context window
- Higher intelligence benchmark
- Better at coding
- Better at math
Qwen3 VL 30B A3B Instruct wins:
- Cheaper input tokens
- Cheaper output tokens
- Faster response time
- Supports vision
- Supports tool calls
Price Advantage
Qwen3 VL 30B A3B Instruct
Benchmark Advantage
KAT-Coder-Pro V1
Context Window
KAT-Coder-Pro V1
Speed
Qwen3 VL 30B A3B Instruct
Pricing Comparison
Price Comparison
| Metric | KAT-Coder-Pro V1 | Qwen3 VL 30B A3B Instruct | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $0.21 | $0.13 | Qwen3 VL 30B A3B Instruct |
| Output (per 1M tokens) | $0.83 | $0.52 | Qwen3 VL 30B A3B Instruct |
| Cache Read (per 1M) | $0.04 | N/A | KAT-Coder-Pro V1 |
Using a 3:1 input/output ratio, Qwen3 VL 30B A3B Instruct is 37% cheaper overall.
KAT-Coder-Pro V1 Providers
AtlasCloud $0.21 (Cheapest)
Novita $0.21 (Cheapest)
StreamLake $0.21 (Cheapest)
Qwen3 VL 30B A3B Instruct Providers
Alibaba $0.13 (Cheapest)
Fireworks $0.15
DeepInfra $0.15
Phala $0.20
Novita $0.20
Benchmark Comparison
6
Benchmarks Compared
6
KAT-Coder-Pro V1 Wins
0
Qwen3 VL 30B A3B Instruct Wins
Benchmark Scores
| Benchmark | KAT-Coder-Pro V1 | Qwen3 VL 30B A3B Instruct | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 36.0 | 16.1 | |
Coding Index Code generation & understanding | 18.3 | 14.3 | |
Math Index Mathematical reasoning | 94.7 | 72.3 | |
MMLU Pro Academic knowledge | 81.3 | 76.4 | |
GPQA Graduate-level science | 76.4 | 69.5 | |
LiveCodeBench Competitive programming | 74.7 | 47.6 |
KAT-Coder-Pro V1 shows stronger mathematical reasoning abilities.
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
Qwen3 VL 30B A3B Instruct
131,072
tokens
Max output: 32,768 tokens
KAT-Coder-Pro V1 has a 49% larger context window.
Speed Performance
| Metric | KAT-Coder-Pro V1 | Qwen3 VL 30B A3B Instruct | Winner |
|---|---|---|---|
| Tokens/second | 56.7 tok/s | 119.4 tok/s | |
| Time to First Token | 1.15s | 0.96s |
Qwen3 VL 30B A3B Instruct responds 111% faster on average.
Capabilities
Feature Comparison
| Feature | KAT-Coder-Pro V1 | Qwen3 VL 30B A3B Instruct |
|---|---|---|
| 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 | Qwen3 VL 30B A3B Instruct |
|---|---|---|
| License | Open Source | Open Source |
| Author | Kwaipilot | Qwen |
| Released | Nov 2025 | Oct 2025 |
KAT-Coder-Pro V1 Modalities
Input
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Output
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Qwen3 VL 30B A3B Instruct Modalities
Input
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Output
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