#115 KAT-Coder-Air V2.5
medium- Cost
- $0.003
- Time
- 23.7s
- Tokens
- 4,924 tok
AI BENCHY Compare
Kwaipilot: KAT-Coder-Air V2.5 vs Qwen: Qwen3.5-Flash
Summary
KAT-Coder-Air V2.5 (medium) leads on average score with 6.2 vs 6.1. Qwen3.5-Flash has the lower benchmark cost at $0.005 vs $0.045. Qwen3.5-Flash is faster at 3.58s vs 8.28s, with pass rates of 47.6% vs 39.7%.
Recommended modelQwen3.5-FlashIts score stays close to the best score here (6.1 vs 6.2), while costing about 10.9x less than KAT-Coder-Air V2.5 (medium).
Last updated at: 2026-07-14
| Metric | KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium | Qwen3.5-Flash Qwen3.5-Flash none |
|---|---|---|
| Score | 6.2 | 6.1 |
| Rank | #115 | #119 |
| Reliability | 9.7 | 10.0 |
| Consistency | 8.8 | 9.7 |
| Tests Correct | ||
| Attempt pass rate | 47.6% | 39.7% |
| Flaky tests | 3 | 1 |
| Total Runs | 63 | 63 |
| Cost per result | 0.562 | 0.075 |
| Total Cost | $0.045 | $0.005 |
| Input Price | $0.150 / 1M | $0.065 / 1M |
| Output Price | $0.600 / 1M | $0.260 / 1M |
| Total Input Tokens | 42,750 | 46,439 |
| Output Tokens | 7,759 | 4,276 |
| Reasoning Tokens | 56,357 | 0 |
| Response Time (avg) | 8.28s | 3.58s |
| Response Time (max) | 48.19s | 27.18s |
| Response Time (total) | 173.80s | 75.28s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#119 Qwen3.5-Flash
none- Cost
- $0.003
- Time
- 47.4s
- Tokens
- 7,799 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-Air V2.5 | 3.6 | 7.0 | 22.2% | 1 | 23.37s | 7,893 | 5,199 | 29,973 | |
| Qwen3.5-Flash | 5.5 | 10.0 | 33.3% | 0 | 850ms | 7,913 | 519 | 0 |
Quick Compare
Switch Comparison Pair
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