Side-by-side comparison of pricing, 12 benchmarks, and generation speed.
| Metric | Qwen3 Coder Next | KAT-Coder-Pro V1 |
|---|---|---|
| Input ($/M tokens) | $0.35 | $0.3 |
| Output ($/M tokens) | $1.2 | $1.2 |
Data from Artificial Analysis API — 12 benchmarks
KAT-Coder-Pro V1 is cheaper overall. Its blended price (3:1 input/output ratio) is $0.53/M tokens vs $0.56/M for Qwen3 Coder Next.
KAT-Coder-Pro V1 wins 10 out of 12 benchmarks compared to 1 for Qwen3 Coder Next. See the detailed benchmark chart above for per-category results.
KAT-Coder-Pro V1 generates tokens faster at 104 tok/s vs 89 tok/s. However, KAT-Coder-Pro V1 has lower time-to-first-token (1.03s vs 1.26s).
Choose based on your priorities: KAT-Coder-Pro V1 for lower cost, KAT-Coder-Pro V1 for stronger benchmark performance, and KAT-Coder-Pro V1 for faster generation. For latency-sensitive apps, check the TTFT comparison above.