#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 Xiaomi: MiMo-V2.5
Summary
KAT-Coder-Pro V2.5 leads on average score with 6.8 vs 6.7. MiMo-V2.5 (medium) has the lower benchmark cost at $0.061 vs $0.220. KAT-Coder-Pro V2.5 is faster at 10.81s vs 27.11s, with pass rates of 71.4% vs 69.8%.
Recommended modelMiMo-V2.5 (medium)Its score stays close to the best score here (6.7 vs 6.8), while costing about 3.6x 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 | MiMo-V2.5 MiMo-V2.5 medium |
|---|---|---|
| Score | 6.8 | 6.7 |
| Rank | #89 | #94 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.3 | 8.1 |
| Tests Correct | ||
| Attempt pass rate | 71.4% | 69.8% |
| Flaky tests | 7 | 5 |
| Total Runs | 63 | 63 |
| Cost per result | 1.992 | 2.966 |
| Total Cost | $0.220 | $0.061 |
| Input Price | $0.740 / 1M | $0.105 / 1M |
| Output Price | $2.960 / 1M | $0.280 / 1M |
| Total Input Tokens | 42,749 | 41,838 |
| Output Tokens | 63,338 | 2,827 |
| Reasoning Tokens | 0 | 198,898 |
| Response Time (avg) | 10.81s | 27.11s |
| Response Time (max) | 53.57s | 162.44s |
| Response Time (total) | 227.02s | 569.38s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#94 MiMo-V2.5
medium- Cost
- $0.002
- Time
- 54.8s
- Tokens
- 5,247 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 | |
| MiMo-V2.5 | 6.2 | 4.7 | 66.7% | 2 | 97.14s | 7,422 | 557 | 81,977 |
Quick Compare
Switch Comparison Pair
Ring-2.6-1TmediumvsKAT-Coder-Pro V2.5noneGemini 3.5 FlashminimalvsKAT-Coder-Pro V2.5noneKAT-Coder-Pro V2.5nonevsQwen3.5-FlashmediumKAT-Coder-Pro V2.5nonevsQwen3.6 35B A3BmediumGemini 3.5 FlashminimalvsMiMo-V2.5mediumKAT-Coder-Pro V2.5nonevsgpt-oss-120bmediumFree AvailableQwen3.7 MaxnonevsMiMo-V2.5mediumKAT-Coder-Pro V2.5nonevsGPT-5 NanomediumGemini 3 Flash PreviewnonevsMiMo-V2.5mediumKAT-Coder-Pro V2.5nonevsStep 3.5 FlashmediumKAT-Coder-Pro V2.5nonevsKimi K2.7 CodemediumKAT-Coder-Pro V2.5nonevsQwen3.6 27Bmedium