#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: Qwen3.5-122B-A10B
Summary
KAT-Coder-Pro V2.5 (low) leads on average score with 8.0 vs 7.7. KAT-Coder-Pro V2.5 (low) has the lower benchmark cost at $0.220 vs $0.588. KAT-Coder-Pro V2.5 (low) is faster at 10.44s vs 42.49s, with pass rates of 71.4% vs 73.0%.
Recommended modelKAT-Coder-Pro V2.5 (low)It has the best score here (8.0), while costing about 2.7x less than Qwen3.5-122B-A10B (medium).
Last updated at: 2026-07-14
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low | Qwen3.5-122B-A10B Qwen3.5-122B-A10B medium |
|---|---|---|
| Score | 8.0 | 7.7 |
| Rank | #35 | #46 |
| Reliability | 9.9 | 10.0 |
| Consistency | 7.3 | 8.8 |
| Tests Correct | ||
| Attempt pass rate | 71.4% | 73.0% |
| Flaky tests | 7 | 3 |
| Total Runs | 63 | 63 |
| Cost per result | 1.991 | 5.235 |
| Total Cost | $0.220 | $0.588 |
| Input Price | $0.740 / 1M | $0.260 / 1M |
| Output Price | $2.960 / 1M | $2.080 / 1M |
| Total Input Tokens | 42,750 | 41,832 |
| Output Tokens | 2,167 | 26,187 |
| Reasoning Tokens | 61,133 | 251,028 |
| Response Time (avg) | 10.44s | 42.49s |
| Response Time (max) | 51.34s | 168.16s |
| Response Time (total) | 219.17s | 892.30s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#46 Qwen3.5-122B-A10B
medium- Cost
- $0.019
- Time
- 48.7s
- Tokens
- 6,034 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 | |
| Qwen3.5-122B-A10B | 6.0 | 7.2 | 55.6% | 1 | 114.48s | 7,630 | 8,057 | 82,578 |
Quick Compare
Switch Comparison Pair
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