#89 KAT-Coder-Pro V2.5
none- Cost
- $0.010
- Time
- 29.0s
- Tokens
- 3,439 tok
AI BENCHY Compare
Kwaipilot: KAT-Coder-Pro V2.5 vs OpenAI: gpt-oss-120b
Summary
KAT-Coder-Pro V2.5 leads on average score with 6.8 vs 6.7. gpt-oss-120b (medium) has the lower benchmark cost at $0.011 vs $0.220. KAT-Coder-Pro V2.5 is faster at 10.81s vs 22.28s, with pass rates of 71.4% vs 52.4%.
Recommended modelgpt-oss-120b (medium)Its score stays close to the best score here (6.7 vs 6.8), while costing about 21.9x less than KAT-Coder-Pro V2.5.
Last updated at: 2026-07-14
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none | gpt-oss-120b gpt-oss-120b medium Free Available |
|---|---|---|
| Score | 6.8 | 6.7 |
| Rank | #89 | #96 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.3 | 8.0 |
| Tests Correct | ||
| Attempt pass rate | 71.4% | 52.4% |
| Flaky tests | 7 | 5 |
| Total Runs | 63 | 63 |
| Cost per result | 1.992 | 0.141 |
| Total Cost | $0.220 | $0.011 |
| Input Price | $0.740 / 1M | $0.030 / 1M |
| Output Price | $2.960 / 1M | $0.150 / 1M |
| Total Input Tokens | 42,749 | 39,084 |
| Output Tokens | 63,338 | 20,013 |
| Reasoning Tokens | 0 | 50,233 |
| Response Time (avg) | 10.81s | 22.28s |
| Response Time (max) | 53.57s | 68.16s |
| Response Time (total) | 227.02s | 311.96s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#96 gpt-oss-120b
medium- Cost
- $0.001
- Time
- 26.7s
- Tokens
- 555 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 | 6.1 | 4.7 | 66.7% | 2 | 22.52s | 7,893 | 22,440 | 0 | |
| gpt-oss-120b | 5.9 | 7.0 | 55.6% | 1 | 38.37s | 7,782 | 3,365 | 11,973 |
Quick Compare
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