Model Comparator
Compare up to four models using the same criteria.
2 models compared
- KAT-Coder-Pro V1
KwaiKAT
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | KAT-Coder-Pro V1 KwaiKAT | Add a model · 2/4 | |
|---|---|---|---|
| Intelligence | Best: 18.6 | 18.4 | |
| Coding | — | 48.2 | |
| Math | 94.7 | — | |
| Agentic | — | 8.3 | |
| Speed | — | 55.9 t/s | |
| TTFT | — | 2.5 s | |
| Input · $ / 1M tokens | — | $0.60 | |
| Output · $ / 1M tokens | — | $3.60 | |
| Context window | 256K | Best: 262K | |
| Reasoning | No | Yes | |
| Open weights | No | Yes | |
| Cost / task | — | $0.475 |
Intelligence
- KAT-Coder-Pro V1
- Best: 18.6
- Qwen3.5 397B A17B (Reasoning)
- 18.4
Coding
- KAT-Coder-Pro V1
- —
- Qwen3.5 397B A17B (Reasoning)
- 48.2
Math
- KAT-Coder-Pro V1
- 94.7
- Qwen3.5 397B A17B (Reasoning)
- —
Agentic
- KAT-Coder-Pro V1
- —
- Qwen3.5 397B A17B (Reasoning)
- 8.3
Speed
- KAT-Coder-Pro V1
- —
- Qwen3.5 397B A17B (Reasoning)
- 55.9 t/s
TTFT
- KAT-Coder-Pro V1
- —
- Qwen3.5 397B A17B (Reasoning)
- 2.5 s
Input · $ / 1M tokens
- KAT-Coder-Pro V1
- —
- Qwen3.5 397B A17B (Reasoning)
- $0.60
Output · $ / 1M tokens
- KAT-Coder-Pro V1
- —
- Qwen3.5 397B A17B (Reasoning)
- $3.60
Context window
- KAT-Coder-Pro V1
- 256K
- Qwen3.5 397B A17B (Reasoning)
- Best: 262K
Reasoning
- KAT-Coder-Pro V1
- No
- Qwen3.5 397B A17B (Reasoning)
- Yes
Open weights
- KAT-Coder-Pro V1
- No
- Qwen3.5 397B A17B (Reasoning)
- Yes
Cost / task
- KAT-Coder-Pro V1
- —
- Qwen3.5 397B A17B (Reasoning)
- $0.475
Each reasoning level remains a separate configuration.
Score and cost
Each line joins the reasoning levels of a compared model; the large point marks the configuration in the table. The top-right corner holds the best score for the lowest cost. Select another point to compare that level.
- Qwen3.5 397B A17B (Reasoning)18.4 · $0.475
Not plotted for lack of data on these axes: KAT-Coder-Pro V1.