#53 KAT-Coder-Pro V2.5
high- Cost
- $0.009
- Time
- 26.4s
- Tokens
- 3,117 tok
AI BENCHY Compare
Kwaipilot: KAT-Coder-Pro V2.5 vs OpenAI: GPT-5.6 Terra
Summary
The average score is effectively tied at 7.7 vs 7.7. KAT-Coder-Pro V2.5 (high) has the lower benchmark cost at $0.246 vs $0.343. GPT-5.6 Terra (low) is faster at 4.88s vs 12.30s, with pass rates of 63.5% vs 74.6%.
Recommended modelGPT-5.6 Terra (low)It has the best score here (7.7), while responding about 2.5x faster than KAT-Coder-Pro V2.5 (high).
Last updated at: 2026-07-14
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high | GPT-5.6 Terra GPT-5.6 Terra low |
|---|---|---|
| Score | 7.7 | 7.7 |
| Rank | #53 | #49 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.1 | 8.1 |
| Tests Correct | ||
| Attempt pass rate | 63.5% | 74.6% |
| Flaky tests | 5 | 5 |
| Total Runs | 63 | 63 |
| Cost per result | 2.228 | 2.637 |
| Total Cost | $0.246 | $0.343 |
| Input Price | $0.740 / 1M | $2.500 / 1M |
| Output Price | $2.960 / 1M | $15.000 / 1M |
| Total Input Tokens | 42,750 | 34,226 |
| Output Tokens | 2,509 | 1,943 |
| Reasoning Tokens | 69,594 | 15,201 |
| Response Time (avg) | 12.30s | 4.88s |
| Response Time (max) | 95.65s | 19.85s |
| Response Time (total) | 258.34s | 102.53s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#49 GPT-5.6 Terra
low- Cost
- $0.034
- Time
- 16.8s
- Tokens
- 2,348 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 6.4 | 7.9 | 44.4% | 1 | 22.00s | 7,893 | 422 | 20,461 | |
| GPT-5.6 Terra | 6.6 | 4.6 | 77.8% | 2 | 9.56s | 7,302 | 429 | 6,821 |
Quick Compare
Switch Comparison Pair
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