#89 KAT-Coder-Pro V2.5
none- Cost
- $0.010
- Time
- 29.0s
- Tokens
- 3,439 tok
AI BENCHY Compare
Kwaipilot: KAT-Coder-Pro V2.5 vs Qwen: Qwen3.7 Max
Summary
Qwen3.7 Max leads on average score with 6.9 vs 6.8. Qwen3.7 Max has the lower benchmark cost at $0.054 vs $0.220. Qwen3.7 Max is faster at 1.30s vs 10.81s, with pass rates of 71.4% vs 66.7%.
Recommended modelQwen3.7 MaxIt has the best score here (6.9), while costing about 4.1x less than KAT-Coder-Pro V2.5.
Last updated at: 2026-07-14
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none | Qwen3.7 Max Qwen3.7 Max none |
|---|---|---|
| Score | 6.8 | 6.9 |
| Rank | #89 | #85 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.3 | 10.0 |
| Tests Correct | ||
| Attempt pass rate | 71.4% | 66.7% |
| Flaky tests | 7 | 0 |
| Total Runs | 63 | 63 |
| Cost per result | 1.992 | 0.744 |
| Total Cost | $0.220 | $0.054 |
| Input Price | $0.740 / 1M | $1.250 / 1M |
| Output Price | $2.960 / 1M | $3.750 / 1M |
| Total Input Tokens | 42,749 | 37,107 |
| Output Tokens | 63,338 | 1,994 |
| Reasoning Tokens | 0 | 0 |
| Response Time (avg) | 10.81s | 1.30s |
| Response Time (max) | 53.57s | 3.92s |
| Response Time (total) | 227.02s | 27.21s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#85 Qwen3.7 Max
none- Cost
- $0.046
- Time
- 195.0s
- Tokens
- 12,171 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 | 6.1 | 4.7 | 66.7% | 2 | 22.52s | 7,893 | 22,440 | 0 | |
| Qwen3.7 Max | 5.5 | 10.0 | 33.3% | 0 | 1.35s | 7,911 | 582 | 0 |
Quick Compare
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