#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 Poolside: Laguna XS 2.1
Summary
Laguna XS 2.1 (medium) leads on average score with 7.0 vs 6.8. Laguna XS 2.1 (medium) has the lower benchmark cost at $0.036 vs $0.220. KAT-Coder-Pro V2.5 is faster at 10.81s vs 30.08s, with pass rates of 71.4% vs 44.4%.
Recommended modelLaguna XS 2.1 (medium)It has the best score here (7.0), while costing about 6.2x 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 | Laguna XS 2.1 Laguna XS 2.1 medium Free Available |
|---|---|---|
| Score | 6.8 | 7.0 |
| Rank | #89 | #81 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.3 | 9.6 |
| Tests Correct | ||
| Attempt pass rate | 71.4% | 44.4% |
| Flaky tests | 7 | 1 |
| Total Runs | 63 | 63 |
| Cost per result | 1.992 | 0.392 |
| Total Cost | $0.220 | $0.036 |
| Input Price | $0.740 / 1M | $0.060 / 1M |
| Output Price | $2.960 / 1M | $0.120 / 1M |
| Total Input Tokens | 42,749 | 45,324 |
| Output Tokens | 63,338 | 25,761 |
| Reasoning Tokens | 0 | 268,677 |
| Response Time (avg) | 10.81s | 30.08s |
| Response Time (max) | 53.57s | 155.23s |
| Response Time (total) | 227.02s | 631.77s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#81 Laguna XS 2.1
medium- Cost
- $0.001
- Time
- 30.6s
- Tokens
- 4,678 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 | |
| Laguna XS 2.1 | 5.5 | 10.0 | 33.3% | 0 | 70.35s | 7,995 | 23,767 | 83,258 |
Quick Compare
Switch Comparison Pair
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