#73 Claude Opus 4.8
none- Cost
- $0.053
- Time
- 22.0s
- Tokens
- 2,253 tok
AI BENCHY Compare
Anthropic: Claude Opus 4.8 vs Kwaipilot: KAT-Coder-Pro V2.5
Summary
KAT-Coder-Pro V2.5 (medium) leads on average score with 7.5 vs 7.2. KAT-Coder-Pro V2.5 (medium) has the lower benchmark cost at $0.275 vs $0.539. Claude Opus 4.8 is faster at 3.48s vs 12.95s, with pass rates of 61.9% vs 65.1%.
Recommended modelKAT-Coder-Pro V2.5 (medium)It has the best score here (7.5), while costing about 2.0x less than Claude Opus 4.8.
Last updated at: 2026-07-14
| Metric | Claude Opus 4.8 Claude Opus 4.8 none | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium |
|---|---|---|
| Score | 7.2 | 7.5 |
| Rank | #73 | #60 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.2 | 7.7 |
| Tests Correct | ||
| Attempt pass rate | 61.9% | 65.1% |
| Flaky tests | 2 | 6 |
| Total Runs | 63 | 63 |
| Cost per result | 4.485 | 2.498 |
| Total Cost | $0.539 | $0.275 |
| Input Price | $5.000 / 1M | $0.740 / 1M |
| Output Price | $25.000 / 1M | $2.960 / 1M |
| Total Input Tokens | 67,104 | 42,750 |
| Output Tokens | 8,107 | 2,098 |
| Reasoning Tokens | 0 | 80,027 |
| Response Time (avg) | 3.48s | 12.95s |
| Response Time (max) | 17.73s | 81.45s |
| Response Time (total) | 73.00s | 271.92s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#60 KAT-Coder-Pro V2.5
medium- Cost
- $0.009
- Time
- 25.6s
- Tokens
- 2,939 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 5.5 | 10.0 | 33.3% | 0 | 3.29s | 10,590 | 1,332 | 0 | |
| KAT-Coder-Pro V2.5 | 7.8 | 10.0 | 66.7% | 0 | 33.10s | 7,893 | 416 | 33,658 |
Quick Compare
Switch Comparison Pair
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