#40 Claude Sonnet 4.6
medium
Invalid SVG
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
AI BENCHY Compare
Anthropic: Claude Sonnet 4.6 vs Kwaipilot: KAT-Coder-Pro V2.5
Summary
Claude Sonnet 4.6 (medium) leads on average score with 7.8 vs 7.7. KAT-Coder-Pro V2.5 (high) has the lower benchmark cost at $0.246 vs $1.418. KAT-Coder-Pro V2.5 (high) is faster at 12.30s vs 17.06s, with pass rates of 65.1% vs 63.5%.
Recommended modelKAT-Coder-Pro V2.5 (high)Its score stays close to the best score here (7.7 vs 7.8), while costing about 5.8x less than Claude Sonnet 4.6 (medium).
Last updated at: 2026-07-14
| Metric | Claude Sonnet 4.6 Claude Sonnet 4.6 medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high |
|---|---|---|
| Score | 7.8 | 7.7 |
| Rank | #40 | #53 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.1 | 8.1 |
| Tests Correct | ||
| Attempt pass rate | 65.1% | 63.5% |
| Flaky tests | 2 | 5 |
| Total Runs | 63 | 63 |
| Cost per result | 10.904 | 2.228 |
| Total Cost | $1.418 | $0.246 |
| Input Price | $3.000 / 1M | $0.740 / 1M |
| Output Price | $15.000 / 1M | $2.960 / 1M |
| Total Input Tokens | 49,112 | 42,750 |
| Output Tokens | 54,703 | 2,509 |
| Reasoning Tokens | 29,970 | 69,594 |
| Response Time (avg) | 17.06s | 12.30s |
| Response Time (max) | 46.35s | 95.65s |
| Response Time (total) | 221.83s | 258.34s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#53 KAT-Coder-Pro V2.5
high- Cost
- $0.009
- Time
- 26.4s
- Tokens
- 3,117 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 Sonnet 4.6 | 5.7 | 6.6 | 44.4% | 1 | 33.29s | 6,995 | 16,089 | 3,686 | |
| KAT-Coder-Pro V2.5 | 6.4 | 7.9 | 44.4% | 1 | 22.00s | 7,893 | 422 | 20,461 |
Quick Compare
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