Updated March 26, 2026· Based on independent benchmark data
GPT-5.4 (xhigh) leads in intelligence with a score of 57.2 vs 36.0. KAT-Coder-Pro V1 is 8.3x cheaper at $0.30/1M tokens vs $2.50/1M. For speed, GPT-5.4 (xhigh) wins at 77 tok/s vs 40 tok/s.
| Metric | KAT-Coder-Pro V1 | GPT-5.4 (xhigh) |
|---|---|---|
| Intelligence Score | 36.0 | 57.2 |
| Coding Score | 18.3 | 57.3 |
| Math Score | 94.7 | N/A |
| Speed (tok/s) | 40 tok/s | 77 tok/s |
| Latency (TTFT) | 1.20s | 181.82s |
| Input Price / 1M tokens | $0.30 | $2.50 |
| Output Price / 1M tokens | $1.20 | $15 |
| Context Window | N/A |
GPT-5.4 (xhigh) outperforms KAT-Coder-Pro V1 on the intelligence index with a score of 57.2 compared to 36.0. For coding tasks, GPT-5.4 (xhigh) has the edge with a coding score of 57.3 vs 18.3.
GPT-5.4 (xhigh) generates output significantly faster at 77 tok/s compared to KAT-Coder-Pro V1's 40 tok/s, making it 1.9x faster for streaming responses. Time to first token is 1.20s for KAT-Coder-Pro V1 vs 181.82s for GPT-5.4 (xhigh), which affects perceived responsiveness in interactive applications.
KAT-Coder-Pro V1 is more affordable at $0.30/1M input tokens ($1.20/1M output), while GPT-5.4 (xhigh) costs $2.50/1M input ($15/1M output). That makes GPT-5.4 (xhigh) 8.3x more expensive per token, which can add up significantly at scale. For a typical workload of 100 requests per day at 2,000 tokens each, KAT-Coder-Pro V1 would cost approximately $1.80/month vs $15.00/month for GPT-5.4 (xhigh) in input costs alone.
Choose KAT-Coder-Pro V1 when you need lower cost. Choose GPT-5.4 (xhigh) when you need higher intelligence (57.2), stronger coding performance (57.3), faster output (77 tok/s).
GPT-5.4 (xhigh) scores higher on coding benchmarks (57.3 vs 18.3), making it the better choice for programming tasks.
KAT-Coder-Pro V1 is cheaper at $0.30/1M input tokens vs $2.50/1M for GPT-5.4 (xhigh).
GPT-5.4 (xhigh) is faster, producing output at 77 tok/s compared to KAT-Coder-Pro V1's 40 tok/s.
No, KAT-Coder-Pro V1 does not support image input. Neither model supports image input.
Data last synced: March 26, 2026
| N/A |
| Max Output Tokens | N/A | N/A |
| Input Modalities | Text | Text |
| Output Modalities | Text | Text |
| Free Tier | No | No |
It depends on your priorities. GPT-5.4 (xhigh) scores higher on intelligence (57.2), but KAT-Coder-Pro V1 may be better for specific use cases like budget-conscious projects or speed-critical applications.