#60 KAT-Coder-Pro V2.5
medium- Cost
- $0.009
- Time
- 25.6s
- Tokens
- 2,939 tok
AI BENCHY Compare
Kwaipilot: KAT-Coder-Pro V2.5 vs OpenAI: GPT-5.6 Luna
Summary
The average score is effectively tied at 7.5 vs 7.6. GPT-5.6 Luna (medium) has the lower benchmark cost at $0.258 vs $0.275. GPT-5.6 Luna (medium) is faster at 6.70s vs 12.95s, with pass rates of 65.1% vs 63.5%.
Recommended modelGPT-5.6 Luna (medium)It has the best score here (7.6), while responding about 1.9x faster than KAT-Coder-Pro V2.5 (medium).
Last updated at: 2026-07-14
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium | GPT-5.6 Luna GPT-5.6 Luna medium |
|---|---|---|
| Score | 7.5 | 7.6 |
| Rank | #60 | #57 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.7 | 9.6 |
| Tests Correct | ||
| Attempt pass rate | 65.1% | 63.5% |
| Flaky tests | 6 | 1 |
| Total Runs | 63 | 63 |
| Cost per result | 2.498 | 1.978 |
| Total Cost | $0.275 | $0.258 |
| Input Price | $0.740 / 1M | $1.000 / 1M |
| Output Price | $2.960 / 1M | $6.000 / 1M |
| Total Input Tokens | 42,750 | 35,699 |
| Output Tokens | 2,098 | 2,148 |
| Reasoning Tokens | 80,027 | 34,740 |
| Response Time (avg) | 12.95s | 6.70s |
| Response Time (max) | 81.45s | 29.85s |
| Response Time (total) | 271.92s | 140.62s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#57 GPT-5.6 Luna
medium- Cost
- $0.014
- Time
- 14.6s
- Tokens
- 2,362 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 | 7.8 | 10.0 | 66.7% | 0 | 33.10s | 7,893 | 416 | 33,658 | |
| GPT-5.6 Luna | 5.4 | 7.2 | 44.4% | 1 | 10.38s | 7,302 | 564 | 9,928 |
Quick Compare
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