- Rank
- #198
- Total Output Tokens
- 144,359
- Response Time (avg)
- 21.21s
- Total Cost
- $0.506
KAT-Coder-Pro V2.5 (high) vs Solar Pro 4 (medium)
The average score is effectively tied at 6.5 vs 6.4. Solar Pro 4 (medium) has the lower benchmark cost at $0.174 vs $0.506. KAT-Coder-Pro V2.5 (high) is faster at 21.21s vs 133.93s, with pass rates of 60.9% vs 60.9%.
Compared models
- Rank
- #203
- Total Output Tokens
- 408,067
- Response Time (avg)
- 133.93s
- Total Cost
- $0.174
Recommended model
KAT-Coder-Pro V2.5 (high)
It has the best score here (6.5), while responding about 6.3x faster than Solar Pro 4 (medium).
Detailed comparison
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high | Solar Pro 4 Solar Pro 4 medium |
|---|---|---|
| Score | 6.5 | 6.4 |
| Rank | #198 | #203 |
| Reliability | 10.0 | 9.9 |
| Consistency | 7.9 | 8.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 60.9% | 60.9% |
| Flaky tests | 6 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 4.599 | 0.673 |
| Total Cost | $0.506 | $0.174 |
| Input Price | $0.740 / 1M | $0.090 / 1M |
| Output Price | $2.960 / 1M | $0.360 / 1M |
| Total Input Tokens | 106,085 | 299,558 |
| Output Tokens | 9,071 | 33,248 |
| Reasoning Tokens | 135,288 | 374,819 |
| Response Time (avg) | 21.21s | 133.93s |
| Response Time (max) | 199.97s | 519.91s |
| Response Time (total) | 487.83s | 3080.36s |
| Parameters | ~700B total (~72B active) | ~100B |
| Availability | Closed | Closed |
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
#203 Solar Pro 4
medium
No showcase result has been generated for this model yet.
- Cost
- N/A
- Time
- -
- Tokens
- 0 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 | |
| Solar Pro 4 | 4.7 | 3.1 | 33.3% | 1 | 272.28s | 211,656 | 2,505 | 39,151 |
| 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 | |
| Solar Pro 4 | 8.2 | 7.9 | 83.3% | 1 | 53.37s | 1,104 | 581 | 35,551 |
| 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 | |
| Solar Pro 4 | 5.5 | 7.4 | 44.4% | 1 | 310.39s | 6,960 | 24,549 | 98,680 |
| 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 | |
| Solar Pro 4 | 6.4 | 5.8 | 66.7% | 1 | 294.82s | 60,774 | 4,412 | 64,360 |
| 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 | |
| Solar Pro 4 | 10.0 | 10.0 | 100.0% | 0 | 43.08s | 7,575 | 252 | 16,531 |
| 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 | |
| Solar Pro 4 | 3.0 | 10.0 | 0.0% | 0 | 201.85s | 1,007 | 25 | 59,990 |
| 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 | |
| Solar Pro 4 | 3.0 | 10.0 | 0.0% | 0 | 48.00s | 609 | 136 | 8,755 |
| 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 | |
| Solar Pro 4 | 9.8 | 10.0 | 100.0% | 0 | 40.08s | 909 | 76 | 12,588 |
| 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 | |
| Solar Pro 4 | 9.0 | 7.9 | 88.9% | 1 | 45.83s | 1,017 | 469 | 22,441 |
| 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 | |
| Solar Pro 4 | 10.0 | 10.0 | 100.0% | 0 | 7.86s | 7,620 | 225 | 768 |
| 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 | |
| Solar Pro 4 | 3.0 | 10.0 | 0.0% | 0 | 108.62s | 327 | 18 | 16,004 |
Quick Compare
Switch Comparison Pair
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