- Rank
- #226
- Total Output Tokens
- 139,375
- Response Time (avg)
- 23.94s
- Total Cost
- $0.478
KAT-Coder-Pro V2.5 (medium) vs Qwen3.5 Plus 2026-02-15
Qwen3.5 Plus 2026-02-15 leads on average score with 6.3 vs 6.2. Qwen3.5 Plus 2026-02-15 has the lower benchmark cost at $0.176 vs $0.478. Qwen3.5 Plus 2026-02-15 is faster at 20.07s vs 23.94s, with pass rates of 62.3% vs 52.2%.
Compared models
- Rank
- #218
- Total Output Tokens
- 53,060
- Response Time (avg)
- 20.07s
- Total Cost
- $0.176
Recommended model
Qwen3.5 Plus 2026-02-15
It has the best score here (6.3), while costing about 2.7x less than KAT-Coder-Pro V2.5 (medium).
Detailed comparison
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium | Qwen3.5 Plus 2026-02-15 Qwen3.5 Plus 2026-02-15 none |
|---|---|---|
| Score | 6.2 | 6.3 |
| Rank | #226 | #218 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.2 | 9.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 62.3% | 52.2% |
| Flaky tests | 8 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 4.342 | 1.593 |
| Total Cost | $0.478 | $0.176 |
| Input Price | $0.740 / 1M | $0.260 / 1M |
| Output Price | $2.960 / 1M | $1.560 / 1M |
| Total Input Tokens | 87,916 | 346,064 |
| Output Tokens | 7,213 | 53,060 |
| Reasoning Tokens | 132,162 | 0 |
| Response Time (avg) | 23.94s | 20.07s |
| Response Time (max) | 257.00s | 183.50s |
| Response Time (total) | 550.52s | 341.27s |
| 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.
#226 KAT-Coder-Pro V2.5
medium- Cost
- $0.009
- Time
- 25.6s
- Tokens
- 2,939 tok
#218 Qwen3.5 Plus 2026-02-15
none- Cost
- $0.012
- Time
- 153.2s
- Tokens
- 7,787 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
| Agentic | 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 | 3.38s | 0 | 0 | 0 | |
| Qwen3.5 Plus 2026-02-15 | 5.2 | 3.2 | 33.3% | 1 | 183.50s | 243,409 | 23,690 | 0 |
| 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 | 8.2 | 7.9 | 83.3% | 1 | 3.90s | 672 | 208 | 3,868 | |
| Qwen3.5 Plus 2026-02-15 | 4.8 | 10.0 | 25.0% | 0 | 1.91s | 696 | 517 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 7.8 | 10.0 | 66.7% | 0 | 33.10s | 7,893 | 416 | 33,658 | |
| Qwen3.5 Plus 2026-02-15 | 4.3 | 7.9 | 11.1% | 1 | 2.05s | 7,913 | 473 | 0 |
| Combined | 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 | 5.8 | 66.7% | 1 | 135.75s | 60,289 | 5,478 | 51,591 | |
| Qwen3.5 Plus 2026-02-15 | 6.5 | 10.0 | 50.0% | 0 | 64.83s | 75,086 | 27,204 | 0 |
| 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 | 7.3 | 5.9 | 83.3% | 1 | 4.70s | 7,776 | 275 | 2,122 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 1.89s | 7,794 | 243 | 0 |
| 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 | 35.11s | 780 | 36 | 33,495 | |
| Qwen3.5 Plus 2026-02-15 | 7.7 | 10.0 | 66.7% | 0 | 1.24s | 798 | 17 | 0 |
| 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 | 4.7 | 3.1 | 33.3% | 1 | 2.35s | 516 | 92 | 381 | |
| Qwen3.5 Plus 2026-02-15 | 4.4 | 3.0 | 33.3% | 1 | 2.26s | 522 | 117 | 0 |
| 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 | 2.58s | 699 | 83 | 971 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 1.67s | 711 | 72 | 0 |
| 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 | 5.9 | 4.5 | 66.7% | 2 | 3.20s | 696 | 325 | 1,867 | |
| Qwen3.5 Plus 2026-02-15 | 7.7 | 10.0 | 66.7% | 0 | 2.71s | 714 | 494 | 0 |
| 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 | 19.02s | 8,391 | 282 | 1,010 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 3.33s | 8,211 | 222 | 0 |
| 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 | 9.87s | 204 | 18 | 3,199 | |
| Qwen3.5 Plus 2026-02-15 | 3.0 | 10.0 | 0.0% | 0 | 1.11s | 210 | 11 | 0 |
Quick Compare
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