#168 KAT-Coder-Air V2.5
none- Cost
- $0.002
- Time
- 14.5s
- Tokens
- 2,619 tok
AI BENCHY Compare
Kwaipilot: KAT-Coder-Air V2.5 vs Qwen: Qwen3 Coder Next
Summary
KAT-Coder-Air V2.5 leads on average score with 4.9 vs 4.7. Qwen3 Coder Next (medium) has the lower benchmark cost at $0.008 vs $0.037. KAT-Coder-Air V2.5 is faster at 6.99s vs 8.58s, with pass rates of 38.1% vs 28.6%.
Recommended modelKAT-Coder-Air V2.5It has the strongest score in this comparison (4.9) and the best overall balance of cost and response time across all 2 models.
Last updated at: 2026-07-14
| Metric | KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none | Qwen3 Coder Next Qwen3 Coder Next medium |
|---|---|---|
| Score | 4.9 | 4.7 |
| Rank | #168 | #176 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.1 | 8.9 |
| Tests Correct | ||
| Attempt pass rate | 38.1% | 28.6% |
| Flaky tests | 7 | 3 |
| Total Runs | 63 | 63 |
| Cost per result | 0.724 | 0.201 |
| Total Cost | $0.037 | $0.008 |
| Input Price | $0.150 / 1M | $0.110 / 1M |
| Output Price | $0.600 / 1M | $0.800 / 1M |
| Total Input Tokens | 41,328 | 47,250 |
| Output Tokens | 49,933 | 3,319 |
| Reasoning Tokens | 0 | 0 |
| Response Time (avg) | 6.99s | 8.58s |
| Response Time (max) | 24.94s | 81.80s |
| Response Time (total) | 146.78s | 128.68s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#176 Qwen3 Coder Next
medium
Invalid SVG
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 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 | 3.3 | 9.6 | 0.0% | 0 | 14.31s | 6,472 | 16,918 | 0 | |
| Qwen3 Coder Next | 3.7 | 7.2 | 22.2% | 1 | 924ms | 7,185 | 336 | 0 |
Quick Compare
Switch Comparison Pair
CobuddymediumvsKAT-Coder-Air V2.5noneLing-2.6-1TnonevsQwen3 Coder NextmediumMercury 2nonevsQwen3 Coder NextmediumGPT-5.4 NanononevsQwen3 Coder NextmediumRing-2.6-1TnonevsQwen3 Coder NextmediumLing-2.6-flashnonevsQwen3 Coder NextmediumNemotron 3 SupernoneFree AvailablevsQwen3 Coder NextmediumKAT-Coder-Air V2.5nonevsMiniMax M2.5mediumQwen3 Coder NextmediumvsGLM 4.7 FlashnoneKAT-Coder-Air V2.5nonevsMistral Small 4mediumGPT-4o-mininonevsQwen3 Coder NextmediumKAT-Coder-Air V2.5nonevsMiniMax M2.7medium