- Rank
- #198
- Total Output Tokens
- 144,359
- Response Time (avg)
- 21.21s
- Total Cost
- $0.506
KAT-Coder-Pro V2.5 (high) vs Qwen3.5-122B-A10B
The average score is effectively tied at 6.5 vs 6.4. Qwen3.5-122B-A10B has the lower benchmark cost at $0.308 vs $0.506. Qwen3.5-122B-A10B is faster at 14.79s vs 21.21s, with pass rates of 60.9% vs 36.2%.
Compared models
- Rank
- #201
- Total Output Tokens
- 97,112
- Response Time (avg)
- 14.79s
- Total Cost
- $0.308
Recommended model
Qwen3.5-122B-A10B
It has the best score here (6.4), while costing about 1.6x less than KAT-Coder-Pro V2.5 (high).
Detailed comparison
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high | Qwen3.5-122B-A10B Qwen3.5-122B-A10B none |
|---|---|---|
| Score | 6.5 | 6.4 |
| Rank | #198 | #201 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.9 | 9.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 60.9% | 36.2% |
| Flaky tests | 6 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 4.599 | 4.452 |
| Total Cost | $0.506 | $0.308 |
| Input Price | $0.740 / 1M | $0.260 / 1M |
| Output Price | $2.960 / 1M | $2.080 / 1M |
| Total Input Tokens | 106,085 | 405,921 |
| Output Tokens | 9,071 | 97,112 |
| Reasoning Tokens | 135,288 | 0 |
| Response Time (avg) | 21.21s | 14.79s |
| Response Time (max) | 199.97s | 212.63s |
| Response Time (total) | 487.83s | 340.25s |
| Parameters | ~700B total (~72B active) | 122B total (10B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#198 KAT-Coder-Pro V2.5
high- Cost
- $0.009
- Time
- 26.4s
- Tokens
- 3,117 tok
#201 Qwen3.5-122B-A10B
none- Cost
- $0.016
- Time
- 44.5s
- Tokens
- 6,431 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 | 1.52s | 0 | 0 | 0 | |
| Qwen3.5-122B-A10B | 10.0 | 10.0 | 100.0% | 0 | 55.86s | 164,346 | 8,653 | 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 | 7.0 | 8.0 | 66.7% | 1 | 3.17s | 672 | 447 | 2,716 | |
| Qwen3.5-122B-A10B | 4.8 | 10.0 | 25.0% | 0 | 1.59s | 696 | 312 | 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 | 6.4 | 7.9 | 44.4% | 1 | 22.00s | 7,893 | 422 | 20,461 | |
| Qwen3.5-122B-A10B | 3.7 | 7.0 | 22.2% | 1 | 2.77s | 7,913 | 693 | 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 | 7.3 | 5.8 | 83.3% | 1 | 106.70s | 78,458 | 6,956 | 60,306 | |
| Qwen3.5-122B-A10B | 5.2 | 6.9 | 33.3% | 1 | 129.31s | 214,006 | 86,212 | 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 | 10.0 | 10.0 | 100.0% | 0 | 4.13s | 7,776 | 278 | 1,960 | |
| Qwen3.5-122B-A10B | 10.0 | 10.0 | 100.0% | 0 | 1.01s | 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 | 44.66s | 780 | 33 | 43,896 | |
| Qwen3.5-122B-A10B | 5.3 | 10.0 | 33.3% | 0 | 523ms | 798 | 16 | 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 | 5.1 | 10.0 | 0.0% | 0 | 3.27s | 516 | 139 | 647 | |
| Qwen3.5-122B-A10B | 5.0 | 10.0 | 0.0% | 0 | 1.12s | 522 | 66 | 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 | 2.67s | 699 | 84 | 976 | |
| Qwen3.5-122B-A10B | 6.3 | 10.0 | 50.0% | 0 | 513ms | 711 | 69 | 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 | 8.2 | 7.2 | 88.9% | 1 | 3.38s | 696 | 428 | 1,936 | |
| Qwen3.5-122B-A10B | 3.8 | 10.0 | 0.0% | 0 | 1.00s | 714 | 575 | 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 | 28.04s | 8,391 | 268 | 896 | |
| Qwen3.5-122B-A10B | 10.0 | 10.0 | 100.0% | 0 | 2.04s | 8,211 | 264 | 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 | 5.22s | 204 | 16 | 1,494 | |
| Qwen3.5-122B-A10B | 3.0 | 10.0 | 0.0% | 0 | 295ms | 210 | 9 | 0 |
Quick Compare
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