Side-by-side comparison of pricing, 12 benchmarks, and generation speed.
| Metric | KAT-Coder-Pro V1 | MiniMax-M3 |
|---|---|---|
| Input ($/M tokens) | $0.3 | $0.3 |
| Output ($/M tokens) | $1.2 | $1.2 |
Data from Artificial Analysis API — 12 benchmarks
Both models have similar pricing. Check the detailed breakdown above for input vs output token costs.
MiniMax-M3 wins 6 out of 12 benchmarks compared to 5 for KAT-Coder-Pro V1. See the detailed benchmark chart above for per-category results.
KAT-Coder-Pro V1 generates tokens faster at 104 tok/s vs 97 tok/s. KAT-Coder-Pro V1 also has lower time-to-first-token (1.03s vs 1.43s).
Choose based on your priorities: both are similarly priced, MiniMax-M3 for stronger benchmark performance, and KAT-Coder-Pro V1 for faster generation. For latency-sensitive apps, check the TTFT comparison above.