KAT-Coder-Pro V2 vs Qwen3 Coder 30B A3B Instruct
How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for KAT-Coder-Pro V2 and Qwen3 Coder 30B A3B Instruct.
KAT-Coder-Pro V2
KAT-Coder-Pro V2 is the latest high-performance model in KwaiKAT’s KAT-Coder series, designed for complex enterprise-grade software engineering and SaaS integration. It builds on the agentic coding strengths of earlier versions,...
Qwen3 Coder 30B A3B Instruct
Qwen3-Coder-30B-A3B-Instruct is a 30.5B parameter Mixture-of-Experts (MoE) model with 128 experts (8 active per forward pass), designed for advanced code generation, repository-scale understanding, and agentic tool use. Built on the...
Technical Specifications
| Specification | KAT-Coder-Pro V2 | Qwen3 Coder 30B A3B Instruct |
|---|---|---|
| Provider | Kuaishou | Alibaba |
| Context Window | 256,000 tokens | 160,000 tokens |
| Agent Suitability | N/A | N/A |
| Time to First Token (TTFT) | N/A | N/A |
| Deployment Model | managed api | self hostable |
| Production Stability | stable | stable |
| API Available | Yes | Yes |
| Released Date | 2026-03-27 | 2025-07-31 |
API Pricing Comparison
Input Price per Million Tokens
KAT-Coder-Pro V2
$0.30
Qwen3 Coder 30B A3B Instruct
$0.07
Output Price per Million Tokens
KAT-Coder-Pro V2
$1.20
Qwen3 Coder 30B A3B Instruct
$0.27
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Benchmark Performance Metrics
Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.
KAT-Coder-Pro V2 Quirks & Gotchas
No developer gotchas reported.
Qwen3 Coder 30B A3B Instruct Quirks & Gotchas
No developer gotchas reported.