- Rank
- #108
- Total Output Tokens
- 144,359
- Response Time (avg)
- 22.11s
- Total Cost
- $0.506
KAT-Coder-Pro V2.5 (high) vs Qwen3.5 Plus 2026-04-20 (medium)
The average score is effectively tied at 7.2 vs 7.2. Qwen3.5 Plus 2026-04-20 (medium) has the lower benchmark cost at $0.323 vs $0.506. KAT-Coder-Pro V2.5 (high) is faster at 22.11s vs 46.97s, with pass rates of 63.6% vs 63.6%.
- Rank
- #110
- Total Output Tokens
- 172,123
- Response Time (avg)
- 46.97s
- Total Cost
- $0.323
Recommended model
KAT-Coder-Pro V2.5 (high)
It has the best score here (7.2), while responding about 2.1x faster than Qwen3.5 Plus 2026-04-20 (medium).
Detailed comparison
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high | Qwen3.5 Plus 2026-04-20 Qwen3.5 Plus 2026-04-20 medium |
|---|---|---|
| Score | 7.2 | 7.2 |
| Rank | #108 | #110 |
| Reliability | 10.0 | 9.6 |
| Consistency | 7.8 | 9.0 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 63.6% | 63.6% |
| Flaky tests | 6 | 2 |
| Total Runs | 66 | 66 |
| Cost per result | 4.599 | 3.048 |
| Total Cost | $0.506 | $0.323 |
| Input Price | $0.740 / 1M | $0.300 / 1M |
| Output Price | $2.960 / 1M | $1.800 / 1M |
| Total Input Tokens | 106,085 | 42,106 |
| Output Tokens | 9,071 | 2,280 |
| Reasoning Tokens | 135,288 | 169,843 |
| Response Time (avg) | 22.11s | 46.97s |
| Response Time (max) | 199.97s | 189.38s |
| Response Time (total) | 486.31s | 986.35s |
| Parameters | ~700B total (~72B active) | ~397B total (~17B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#108 KAT-Coder-Pro V2.5
high- Cost
- $0.009
- Time
- 26.4s
- Tokens
- 3,117 tok
#110 Qwen3.5 Plus 2026-04-20
medium- Cost
- $0.008
- Time
- 76.7s
- Tokens
- 4,355 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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 7.0 | 8.0 | 66.7% | 1 | 3.17s | 672 | 447 | 2,716 | |
| Qwen3.5 Plus 2026-04-20 | 10.0 | 10.0 | 100.0% | 0 | 10.84s | 672 | 215 | 7,748 |
| 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 | |
| Qwen3.5 Plus 2026-04-20 | 6.2 | 8.7 | 33.3% | 0 | 125.25s | 7,630 | 308 | 58,682 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 7.3 | 5.8 | 83.3% | 1 | 106.70s | 78,458 | 6,956 | 60,306 | |
| Qwen3.5 Plus 2026-04-20 | 6.5 | 10.0 | 50.0% | 0 | 92.41s | 14,934 | 483 | 17,490 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.13s | 7,776 | 278 | 1,960 | |
| Qwen3.5 Plus 2026-04-20 | 10.0 | 10.0 | 100.0% | 0 | 38.32s | 7,782 | 270 | 14,668 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 2.9 | 4.4 | 22.2% | 2 | 44.66s | 780 | 33 | 43,896 | |
| Qwen3.5 Plus 2026-04-20 | 2.9 | 7.2 | 11.1% | 1 | 57.36s | 780 | 63 | 31,644 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 5.1 | 10.0 | 0.0% | 0 | 3.27s | 516 | 139 | 647 | |
| Qwen3.5 Plus 2026-04-20 | 4.9 | 9.6 | 0.0% | 0 | 25.30s | 516 | 125 | 4,792 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 9.9 | 10.0 | 100.0% | 0 | 2.67s | 699 | 84 | 976 | |
| Qwen3.5 Plus 2026-04-20 | 10.0 | 10.0 | 100.0% | 0 | 20.25s | 699 | 103 | 7,689 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 8.2 | 7.2 | 88.9% | 1 | 3.38s | 696 | 428 | 1,936 | |
| Qwen3.5 Plus 2026-04-20 | 8.2 | 7.2 | 88.9% | 1 | 17.67s | 696 | 338 | 9,800 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 28.04s | 8,391 | 268 | 896 | |
| Qwen3.5 Plus 2026-04-20 | 10.0 | 10.0 | 100.0% | 0 | 14.72s | 8,193 | 348 | 2,164 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 5.22s | 204 | 16 | 1,494 | |
| Qwen3.5 Plus 2026-04-20 | 3.0 | 10.0 | 0.0% | 0 | 92.57s | 204 | 27 | 15,166 |
Quick Compare
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