#35 KAT-Coder-Pro V2.5
low- Cost
- $0.016
- Time
- 47.6s
- Tokens
- 5,182 tok
AI BENCHY Compare
Kwaipilot: KAT-Coder-Pro V2.5 vs Qwen: Qwen3.5 Plus 2026-04-20
Summary
KAT-Coder-Pro V2.5 (low) leads on average score with 8.0 vs 7.8. KAT-Coder-Pro V2.5 (low) has the lower benchmark cost at $0.220 vs $0.317. KAT-Coder-Pro V2.5 (low) is faster at 10.44s vs 46.36s, with pass rates of 71.4% vs 66.7%.
Recommended modelKAT-Coder-Pro V2.5 (low)It has the best score here (8.0), while responding about 4.4x faster than Qwen3.5 Plus 2026-04-20 (medium).
Last updated at: 2026-07-14
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low | Qwen3.5 Plus 2026-04-20 Qwen3.5 Plus 2026-04-20 medium |
|---|---|---|
| Score | 8.0 | 7.8 |
| Rank | #35 | #43 |
| Reliability | 9.9 | 10.0 |
| Consistency | 7.3 | 9.0 |
| Tests Correct | ||
| Attempt pass rate | 71.4% | 66.7% |
| Flaky tests | 7 | 2 |
| Total Runs | 63 | 63 |
| Cost per result | 1.991 | 3.023 |
| Total Cost | $0.220 | $0.317 |
| Input Price | $0.740 / 1M | $0.300 / 1M |
| Output Price | $2.960 / 1M | $1.800 / 1M |
| Total Input Tokens | 42,750 | 42,097 |
| Output Tokens | 2,167 | 2,280 |
| Reasoning Tokens | 61,133 | 166,613 |
| Response Time (avg) | 10.44s | 46.36s |
| Response Time (max) | 51.34s | 189.38s |
| Response Time (total) | 219.17s | 973.57s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#43 Qwen3.5 Plus 2026-04-20
medium- Cost
- $0.008
- Time
- 76.7s
- Tokens
- 4,355 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 | 24.87s | 7,893 | 402 | 24,945 | |
| Qwen3.5 Plus 2026-04-20 | 6.2 | 8.7 | 33.3% | 0 | 125.25s | 7,630 | 308 | 58,682 |
Quick Compare
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