Compare · ModelsLive · 2 picked · head to head
KAT-Coder-Pro V1 vs Qwen3 Coder Next FP8
Side by side · benchmarks, pricing, and signals you can act on.
Winner summary
KAT-Coder-Pro V1 wins on 0/0 benchmarks
Not enough overlapping benchmarks to declare a winner yet · KAT-Coder-Pro V1 · Qwen3 Coder Next FP8 are still filling in scores.
Hype vs Reality
Attention vs performance
KAT-Coder-Pro V1
no bench·no signal
Qwen3 Coder Next FP8
no bench·#2 by attention
Vendor risk
Who is behind the model
kwaipilot
private · undisclosed
Alibaba (Qwen)
$293.0B·Tier 1
Pricing · per 1M tokens · projected $/mo at 10M tokens
| Model | Input | Output | Context | Projected $/mo |
|---|---|---|---|---|
| $0.21 | $0.83 | 256K tokens (~128 books) | $3.62 | |
| — | — | — | — |