#53 KAT-Coder-Pro V2.5
high- Cost
- $0.009
- Time
- 26.4s
- Tokens
- 3,117 tok
AI BENCHY Compare
Kwaipilot: KAT-Coder-Pro V2.5 vs StepFun: Step 3.7 Flash
Summary
The average score is effectively tied at 7.7 vs 7.7. KAT-Coder-Pro V2.5 (high) has the lower benchmark cost at $0.246 vs $0.341. KAT-Coder-Pro V2.5 (high) is faster at 12.30s vs 15.74s, with pass rates of 63.5% vs 68.3%.
Recommended modelKAT-Coder-Pro V2.5 (high)It has the strongest score in this comparison (7.7) and the best overall balance of cost and response time across all 2 models.
Last updated at: 2026-07-14
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high | Step 3.7 Flash Step 3.7 Flash low |
|---|---|---|
| Score | 7.7 | 7.7 |
| Rank | #53 | #51 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.1 | 8.4 |
| Tests Correct | ||
| Attempt pass rate | 63.5% | 68.3% |
| Flaky tests | 5 | 4 |
| Total Runs | 63 | 63 |
| Cost per result | 2.228 | 2.840 |
| Total Cost | $0.246 | $0.341 |
| Input Price | $0.740 / 1M | $0.200 / 1M |
| Output Price | $2.960 / 1M | $1.150 / 1M |
| Total Input Tokens | 42,750 | 40,101 |
| Output Tokens | 2,509 | 289,325 |
| Reasoning Tokens | 69,594 | 0 |
| Response Time (avg) | 12.30s | 15.74s |
| Response Time (max) | 95.65s | 124.75s |
| Response Time (total) | 258.34s | 330.63s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#51 Step 3.7 Flash
low
Invalid SVG
- Cost
- $0.004
- Time
- 25.3s
- Tokens
- 3,072 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 | 6.4 | 7.9 | 44.4% | 1 | 22.00s | 7,893 | 422 | 20,461 | |
| Step 3.7 Flash | 8.2 | 7.2 | 88.9% | 1 | 9.46s | 7,437 | 18,685 | 0 |
Quick Compare
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