#110 KAT-Coder-Air V2.5
high
Invalid SVG
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
AI BENCHY Compare
Kwaipilot: KAT-Coder-Air V2.5 vs OpenAI: GPT-5 Nano
Summary
GPT-5 Nano (medium) leads on average score with 6.7 vs 6.2. KAT-Coder-Air V2.5 (high) has the lower benchmark cost at $0.064 vs $0.081. KAT-Coder-Air V2.5 (high) is faster at 11.02s vs 42.51s, with pass rates of 46.0% vs 57.1%.
Recommended modelGPT-5 Nano (medium)It has the strongest score in this comparison (6.7) 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 high | GPT-5 Nano GPT-5 Nano medium |
|---|---|---|
| Score | 6.2 | 6.7 |
| Rank | #110 | #97 |
| Reliability | 9.7 | 10.0 |
| Consistency | 7.6 | 7.3 |
| Tests Correct | ||
| Attempt pass rate | 46.0% | 57.1% |
| Flaky tests | 6 | 7 |
| Total Runs | 63 | 63 |
| Cost per result | 0.910 | 0.897 |
| Total Cost | $0.064 | $0.081 |
| Input Price | $0.150 / 1M | $0.050 / 1M |
| Output Price | $0.600 / 1M | $0.400 / 1M |
| Total Input Tokens | 41,748 | 34,108 |
| Output Tokens | 3,894 | 5,464 |
| Reasoning Tokens | 91,773 | 192,064 |
| Response Time (avg) | 11.02s | 42.51s |
| Response Time (max) | 104.98s | 204.02s |
| Response Time (total) | 231.37s | 595.09s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#97 GPT-5 Nano
medium- Cost
- $0.006
- Time
- 108.5s
- Tokens
- 13,209 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 | 4.3 | 7.3 | 11.1% | 1 | 39.07s | 6,948 | 1,166 | 55,883 | |
| GPT-5 Nano | 7.0 | 7.7 | 55.6% | 1 | 41.62s | 7,305 | 740 | 41,152 |
Quick Compare
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