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 Mistral: Codestral 2508
Kwaipilot: KAT-Coder-Pro V1 wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
Mistral's cutting-edge language model for coding released end of July 2025. Codestral specializes in low-latency, high-frequency tasks such as fill-in-the-middle (FIM), code correction and test generation. [Blog Post](https://mistral.ai/ne…
Model details →Side-by-side comparison
| Capability | Kwaipilot: KAT-Coder-Pro V1 | Mistral: Codestral 2508 | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 256K | 256K | Tie |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.21 | $0.30 | 🏆 Kwaipilot: KAT-Coder-Pro V1 |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.83 | $0.90 | 🏆 Kwaipilot: KAT-Coder-Pro V1 |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | Yes | Tie |
| Vision input Accepts image inputs alongside text. | — | — | Tie |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | — | — | Tie |
Frequently asked questions
Is Kwaipilot: KAT-Coder-Pro V1 better than Mistral: Codestral 2508?
Kwaipilot: KAT-Coder-Pro V1 wins on 2 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 Mistral: Codestral 2508?
Input: $0.21 vs $0.30 per 1M tokens. Output: $0.83 vs $0.90 per 1M tokens.
What context windows do Kwaipilot: KAT-Coder-Pro V1 and Mistral: Codestral 2508 support?
Kwaipilot: KAT-Coder-Pro V1 supports up to 256K tokens. Mistral: Codestral 2508 supports up to 256K tokens.
Do both Kwaipilot: KAT-Coder-Pro V1 and Mistral: Codestral 2508 support tool calling?
Kwaipilot: KAT-Coder-Pro V1: yes. Mistral: Codestral 2508: yes.