Kwaipilot: KAT-Coder-Pro V1
Analysis Summary
Kwaipilot's KAT-Coder-Pro V1 is a coding-oriented text model with a 256K context window, tool use, and function calling. Its recorded mathematics, coding, instruction-following, long-context, and agentic results show a strong technical profile, particularly for code-centric tasks and structured execution.
It is suited to repository analysis, implementation support, code review, debugging, and software agents that need to work across large inputs. The model's general intelligence index is modest relative to frontier systems, so broad research, nuanced editorial work, and complex client strategy should be tested carefully rather than assumed. Output pricing is also materially higher than low-cost coding alternatives.
Use KAT-Coder-Pro V1 when engineering accuracy and context capacity justify the cost. It is a specialist deployment, not a universal content or reasoning default.
Assessed September 7, 2026
Editorial notes
KAT-Coder-Pro V1 is a coding-focused model with a 256K context, strong coding and tool-use results, and function calling. Its premium output pricing and narrower general profile make it best suited to engineering and agentic workloads.
Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?
DFO Verdict
KAT-Coder-Pro V1 is a coding-focused model with a 256K context, strong coding and tool-use results, and function calling. Its premium output pricing and narrower general profile make it best suited to engineering and agentic workloads.
Benchmark scores
Magenta = intelligence · Ink = technical/agentic · Cyan = content & long-context · Grey = community benchmarks. Data: Artificial Analysis, Hugging Face.
18.6 Intelligence Index·94.7 Math Index
How Kwaipilot: KAT-Coder-Pro V1 compares
Kwaipilot: KAT-Coder-Pro V1 ranks #150 of 443 AI models we track for overall intelligence. Its 256K-token context window is larger than 56% of the models we list. At $0.21 per million input tokens it is cheaper than 52% of comparable models.
Dark bar = input · light bar = output, scaled to the priciest peer.
1M tokens ≈ 8 full-length novels or ~2,500 pages of business documents in a single request.
Strongest on value. The pulled-in technical corner is the trade-off, and if the shape matters more than the price, this is your model.
Compare shapes side-by-side →Pricing
| Token Type | Cost per 1M tokens | Cost per 1K tokens |
|---|---|---|
| Input | $0.21 | $0.000207 |
| Output | $0.83 | $0.000828 |
What would Kwaipilot: KAT-Coder-Pro V1 cost your business?
Pick the job that looks most like yours, then fine-tune with the sliders. Estimates update live.
A website chatbot handling around 100 customer conversations a day, a few short messages each.
Full calculator with 798 models → Price Calculator
These numbers get smaller with the right architecture.
We route routine calls to cheap models and save Kwaipilot: KAT-Coder-Pro V1 for the hard ones. Most clients cut their estimate by 60-80%.
Talk to our teamAbout Kwaipilot: KAT-Coder-Pro V1
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.
Frequently asked questions about Kwaipilot: KAT-Coder-Pro V1
How much does Kwaipilot: KAT-Coder-Pro V1 cost?
Kwaipilot: KAT-Coder-Pro V1 costs $0.21 per million input tokens and $0.83 per million output tokens.
What is the context window of Kwaipilot: KAT-Coder-Pro V1?
Kwaipilot: KAT-Coder-Pro V1 has a context window of 256,000 tokens (256K).
What can Kwaipilot: KAT-Coder-Pro V1 do?
Kwaipilot: KAT-Coder-Pro V1 supports tool use and function calling.
Who created Kwaipilot: KAT-Coder-Pro V1?
Kwaipilot: KAT-Coder-Pro V1 is developed by Kwaipilot and was released on November 10, 2025.