- Rank
- #226
- Total Output Tokens
- 139,375
- Response Time (avg)
- 23.94s
- Total Cost
- $0.478
KAT-Coder-Pro V2.5 (medium) vs Solar Pro 4 (high)
Solar Pro 4 (high) leads on average score with 6.3 vs 6.2. Solar Pro 4 (high) has the lower benchmark cost at $0.164 vs $0.478. KAT-Coder-Pro V2.5 (medium) is faster at 23.94s vs 128.91s, with pass rates of 62.3% vs 60.9%.
Compared models
- Rank
- #217
- Total Output Tokens
- 402,203
- Response Time (avg)
- 128.91s
- Total Cost
- $0.164
Recommended model
Solar Pro 4 (high)
It has the best score here (6.3), while costing about 2.9x less than KAT-Coder-Pro V2.5 (medium).
Detailed comparison
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium | Solar Pro 4 Solar Pro 4 high |
|---|---|---|
| Score | 6.2 | 6.3 |
| Rank | #226 | #217 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.2 | 8.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 62.3% | 60.9% |
| Flaky tests | 8 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 4.342 | 0.652 |
| Total Cost | $0.478 | $0.164 |
| Input Price | $0.740 / 1M | $0.090 / 1M |
| Output Price | $2.960 / 1M | $0.360 / 1M |
| Total Input Tokens | 87,916 | 209,002 |
| Output Tokens | 7,213 | 24,675 |
| Reasoning Tokens | 132,162 | 377,528 |
| Response Time (avg) | 23.94s | 128.91s |
| Response Time (max) | 257.00s | 491.07s |
| Response Time (total) | 550.52s | 2965.04s |
| 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.
#226 KAT-Coder-Pro V2.5
medium- Cost
- $0.009
- Time
- 25.6s
- Tokens
- 2,939 tok
#217 Solar Pro 4
high
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 | 3.38s | 0 | 0 | 0 | |
| Solar Pro 4 | 2.8 | 1.6 | 33.3% | 1 | 312.27s | 129,262 | 1,318 | 37,691 |
| 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 | |
| Solar Pro 4 | 8.7 | 7.9 | 91.7% | 1 | 58.83s | 1,104 | 313 | 40,629 |
| 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 | |
| Solar Pro 4 | 5.7 | 9.9 | 33.3% | 0 | 244.73s | 7,887 | 18,577 | 101,928 |
| 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 | |
| Solar Pro 4 | 7.3 | 5.8 | 83.3% | 1 | 167.40s | 51,594 | 3,394 | 37,597 |
| 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 | |
| Solar Pro 4 | 10.0 | 10.0 | 100.0% | 0 | 62.46s | 7,575 | 252 | 22,209 |
| 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 | |
| Solar Pro 4 | 3.6 | 7.2 | 22.2% | 1 | 280.84s | 1,098 | 37 | 79,201 |
| 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 | |
| Solar Pro 4 | 5.5 | 10.0 | 0.0% | 0 | 42.22s | 609 | 123 | 7,474 |
| 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 | |
| Solar Pro 4 | 7.9 | 6.9 | 66.7% | 1 | 41.51s | 909 | 75 | 13,182 |
| 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 | |
| Solar Pro 4 | 8.7 | 7.9 | 77.8% | 1 | 55.22s | 1,017 | 345 | 23,424 |
| 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 | |
| Solar Pro 4 | 10.0 | 10.0 | 100.0% | 0 | 8.96s | 7,620 | 225 | 770 |
| 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 | |
| Solar Pro 4 | 3.0 | 10.0 | 0.0% | 0 | 81.13s | 327 | 16 | 13,423 |
Quick Compare
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