Kwaipilot: KAT-Coder-Pro V1

Kwaipilot: KAT-Coder-Pro V1

kwaipilot · Released Nov 10, 2025 Professional
Intelligence #14 / 590
82.0 Our Score
Speed #120 / 279
107.0 tokens / sec
Input #300 / 592
$0.207 per 1M tokens
Output #313 / 592
$0.828 per 1M tokens
Context #179 / 592
256,000 tokens

Analysis Summary

KAT-Coder-Pro V1 is Kwaipilot's coding-focused model with an intelligence index of 34.6 and a coding index of 58.9. LiveCodeBench at 0.747 and SciCode at 0.366 confirm strong practical coding ability, while an agentic index of 48.8 and TAU2 of 0.886 support reliable multi-step task execution. Tool use and function calling are included, and the 256K context window accommodates large codebases.

For software engineering teams, this model suits code generation, debugging, and agentic coding pipelines. Long-context reasoning (LCR 0.74) is above average, making it viable for codebase-wide refactoring or documentation tasks. Instruction following (IFBench 0.684) is solid for structured output requirements.

At $0.207 input and $0.828 output per million tokens, pricing is competitive for its capability tier. Teams seeking a cost-effective coding specialist with strong agentic reliability will find KAT-Coder-Pro V1 a practical choice, though Kwaipilot is a newer provider and enterprise support should be evaluated before large-scale deployment.

Assessed June 30, 2026

Editorial notes

KAT-Coder-Pro V1 from Kwaipilot delivers strong coding and agentic performance with a 256K context window, tool use, and competitive pricing, making it a capable option for technical workflows.

Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?

Performance Profile

Intelligence5.7Technical7.5Value8Content8.2
Intelligence 5.7/10
Technical 7.5/10
Content 8.2/10
Value 8/10

How Kwaipilot: KAT-Coder-Pro V1 compares

Kwaipilot: KAT-Coder-Pro V1 ranks #54 of 385 AI models we track for overall intelligence, #19 of 139 for coding, #93 of 293 for agentic tasks. Its 256K-token context window is larger than 70% of the models we list. At $0.21 per million input tokens it is cheaper than 49% of comparable models.

About 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.

Capabilities

Tool Use Function Calling

Performance Indices

Source: Artificial Analysis

34.6 Intelligence Index
58.9 Coding Index
48.8 Agentic Index
94.7 Math Index

Benchmark Scores

Intelligence

GPQA Diamond 76.4% Graduate-level scientific reasoning
HLE 33.4% Humanity's Last Exam
MMLU Pro 81.3% Multi-task language understanding
AIME 2025 94.7% Competition mathematics (2025)
SciCode 36.6% Scientific computing

Technical

LiveCodeBench 74.7% Live coding evaluation
TerminalBench Hard 9.1% Agentic terminal tasks
τ²-Bench 88.6% Conversational agent benchmark

Content

IFBench 68.4% Instruction following
LCR 74% Long-context reasoning

Benchmark data from Artificial Analysis and Hugging Face

How does Kwaipilot: KAT-Coder-Pro V1 stack up?

Compare side-by-side with other professional models.

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Model Information

OpenRouter ID kwaipilot/kat-coder-pro
Providerkwaipilot
Release Date November 10, 2025
Context Length256,000 tokens
Max Completion128,000 tokens
Status Active

Pricing

Token Type Cost per 1M tokens Cost per 1K tokens
Input $0.21 $0.000207
Output $0.83 $0.000828

Leaderboard Categories

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).

Is Kwaipilot: KAT-Coder-Pro V1 good for coding?

On our coding benchmark index, Kwaipilot: KAT-Coder-Pro V1 ranks #19 of 139 models, placing it in the top quartile of the field for code generation and debugging.

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.