KAT-Coder-Pro V1: Pricing, Context Window & Benchmarks
by Kwaipilot
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 Verified benchmark. The model has been optimized for tool-use capability, multi-turn interaction, instruction following, generalization, and comprehensive capabilities through a multi-stage training process, including mid-training, supervised fine-tuning (SFT), reinforcement fine-tuning (RFT), and scalable agentic RL.
What you can do with KAT-Coder-Pro V1
Everyday Q&A and clear explanations
Writing help (emails, posts, summaries)
Idea generation and brainstorming
Learning support with step-by-step guidance
Composite Indices
Intelligence, Coding, Math
Standard Benchmarks
Academic and industry benchmarks
Benchmark Highlights
| Metric | Value |
|---|---|
| Provider | Kwaipilot |
| Context Window | 256,000 tokens |
| Input Price | $0.30/1M tokens |
| Output Price | $1.20/1M tokens |
| Release Date | Nov 11, 2025 |
| Modalities | text |
| Capabilities | N/A |
Compare KAT-Coder-Pro V1 to other models
See how it stacks up on price, quality, and overall performance.
Frequently asked questions
What is KAT-Coder-Pro V1 good for?
Use KAT-Coder-Pro V1 for everyday tasks like writing, summarizing, brainstorming, and getting clear explanations.
How much does KAT-Coder-Pro V1 cost?
Pricing is based on usage. Current rates are $0.30/1M tokens for input and $1.20/1M tokens for output.
Can I try KAT-Coder-Pro V1 for free?
Yes. You can start a chat instantly and test the model before deciding on a plan.
Does KAT-Coder-Pro V1 support images or audio?
KAT-Coder-Pro V1 focuses on text-based tasks.
Suggested comparisons
Similar models
Benchmarks and pricing are sourced from Artificial Analysis where available. OpenRouter specs are used as a fallback.
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