KAT-Coder-Pro V1 is KwaiKAT's most advanced agentic coding model in the KAT-Coder series. Designed specifically for agentic coding tasks, it excels in real-world software engineering scenarios, achieving 73.4% solve rate on the SWE-Bench Ve…
Model details →Kwaipilot: KAT-Coder-Pro V1 vs Qwen: Qwen3 VL 8B Instruct
Qwen: Qwen3 VL 8B Instruct wins on 4 of 6 axes — pricing and capability skew in its favour for most workloads.
Qwen3-VL-8B-Instruct is a multimodal vision-language model from the Qwen3-VL series, built for high-fidelity understanding and reasoning across text, images, and video. It features improved multimodal fusion with Interleaved-MRoPE for long-…
Model details →Side-by-side comparison
| Capability | Kwaipilot: KAT-Coder-Pro V1 | Qwen: Qwen3 VL 8B Instruct | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 256K | 262K | 🏆 Qwen: Qwen3 VL 8B Instruct |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.21 | $0.12 | 🏆 Qwen: Qwen3 VL 8B Instruct |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.83 | $0.46 | 🏆 Qwen: Qwen3 VL 8B Instruct |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | Yes | Tie |
| Vision input Accepts image inputs alongside text. | — | Yes | 🏆 Qwen: Qwen3 VL 8B Instruct |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | — | — | Tie |
Frequently asked questions
Is Kwaipilot: KAT-Coder-Pro V1 better than Qwen: Qwen3 VL 8B Instruct?
Qwen: Qwen3 VL 8B Instruct wins on 4 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between Kwaipilot: KAT-Coder-Pro V1 and Qwen: Qwen3 VL 8B Instruct?
Input: $0.21 vs $0.12 per 1M tokens. Output: $0.83 vs $0.46 per 1M tokens.
What context windows do Kwaipilot: KAT-Coder-Pro V1 and Qwen: Qwen3 VL 8B Instruct support?
Kwaipilot: KAT-Coder-Pro V1 supports up to 256K tokens. Qwen: Qwen3 VL 8B Instruct supports up to 262K tokens.
Do both Kwaipilot: KAT-Coder-Pro V1 and Qwen: Qwen3 VL 8B Instruct support tool calling?
Kwaipilot: KAT-Coder-Pro V1: yes. Qwen: Qwen3 VL 8B Instruct: yes.