#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 MoonshotAI: Kimi K2.7 Code
Summary
Kimi K2.7 Code (medium) leads on average score with 7.0 vs 6.8. KAT-Coder-Pro V2.5 has the lower benchmark cost at $0.220 vs $0.581. KAT-Coder-Pro V2.5 is faster at 10.81s vs 83.60s, with pass rates of 71.4% vs 66.7%.
Recommended modelKAT-Coder-Pro V2.5Its score stays close to the best score here (6.8 vs 7.0), while costing about 2.6x less than Kimi K2.7 Code (medium).
Last updated at: 2026-07-14
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none | Kimi K2.7 Code Kimi K2.7 Code medium |
|---|---|---|
| Score | 6.8 | 7.0 |
| Rank | #89 | #82 |
| Reliability | 10.0 | 9.2 |
| Consistency | 7.3 | 7.7 |
| Tests Correct | ||
| Attempt pass rate | 71.4% | 66.7% |
| Flaky tests | 7 | 6 |
| Total Runs | 63 | 63 |
| Cost per result | 1.992 | 6.074 |
| Total Cost | $0.220 | $0.581 |
| Input Price | $0.740 / 1M | $0.719 / 1M |
| Output Price | $2.960 / 1M | $3.490 / 1M |
| Total Input Tokens | 42,749 | 25,991 |
| Output Tokens | 63,338 | 80,516 |
| Reasoning Tokens | 0 | 161,391 |
| Response Time (avg) | 10.81s | 83.60s |
| Response Time (max) | 53.57s | 365.80s |
| Response Time (total) | 227.02s | 1671.99s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#82 MoonshotAI: Kimi K2.7 Code
medium- Cost
- $0.025
- Time
- 138.0s
- Tokens
- 6,093 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 | |
| Kimi K2.7 Code | 7.6 | 7.2 | 77.8% | 1 | 146.73s | 4,650 | 1,864 | 25,635 |
Quick Compare
Switch Comparison Pair
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