- Rank
- #227
- Total Output Tokens
- 139,375
- Response Time (avg)
- 23.94s
- Total Cost
- $0.478
KAT-Coder-Pro V2.5 (medium) vs Space Bunny Alpha (xhigh)
The average score is effectively tied at 6.2 vs 6.2. Space Bunny Alpha (xhigh) has the lower benchmark cost at $0.000 vs $0.478. KAT-Coder-Pro V2.5 (medium) is faster at 23.94s vs 60.03s, with pass rates of 62.3% vs 55.1%.
Compared models
- Rank
- #226
- Total Output Tokens
- 381,919
- Response Time (avg)
- 60.03s
- Total Cost
- $0.000
Recommended model
KAT-Coder-Pro V2.5 (medium)
It has the best score here (6.2), while responding about 2.5x faster than Space Bunny Alpha (xhigh).
Detailed comparison
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium | Space Bunny Alpha Space Bunny Alpha xhigh |
|---|---|---|
| Score | 6.2 | 6.2 |
| Rank | #227 | #226 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.2 | 7.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 62.3% | 55.1% |
| Flaky tests | 8 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 4.342 | 0.000 |
| Total Cost | $0.478 | $0.000 |
| Input Price | $0.740 / 1M | $0.000 / 1M |
| Output Price | $2.960 / 1M | $0.000 / 1M |
| Total Input Tokens | 87,916 | 363,310 |
| Output Tokens | 7,213 | 381,919 |
| Reasoning Tokens | 132,162 | 0 |
| Response Time (avg) | 23.94s | 60.03s |
| Response Time (max) | 257.00s | 459.99s |
| Response Time (total) | 550.52s | 1380.67s |
| Parameters | ~700B total (~72B active) | - |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#227 KAT-Coder-Pro V2.5
medium- Cost
- $0.009
- Time
- 25.6s
- Tokens
- 2,939 tok
#226 Space Bunny Alpha
xhigh- Cost
- $0.000
- Time
- 98.6s
- Tokens
- 10,913 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 | |
| Space Bunny Alpha | 5.2 | 3.2 | 33.3% | 1 | 159.12s | 224,595 | 29,052 | 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 | |
| Space Bunny Alpha | 6.4 | 5.8 | 66.7% | 2 | 3.02s | 2,130 | 2,441 | 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 | |
| Space Bunny Alpha | 6.6 | 5.0 | 66.7% | 2 | 10.64s | 8,493 | 10,115 | 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 | |
| Space Bunny Alpha | 3.2 | 5.0 | 16.7% | 1 | 37.06s | 104,734 | 23,241 | 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 | |
| Space Bunny Alpha | 10.0 | 10.0 | 100.0% | 0 | 1.94s | 7,890 | 808 | 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 | |
| Space Bunny Alpha | 5.9 | 7.2 | 55.6% | 1 | 234.13s | 1,869 | 202,184 | 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 | |
| Space Bunny Alpha | 5.0 | 10.0 | 0.0% | 0 | 4.74s | 855 | 1,097 | 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 | |
| Space Bunny Alpha | 5.6 | 5.8 | 33.3% | 1 | 2.22s | 1,425 | 987 | 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 | |
| Space Bunny Alpha | 7.9 | 9.9 | 66.7% | 0 | 5.45s | 1,782 | 4,016 | 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 | |
| Space Bunny Alpha | 10.0 | 10.0 | 100.0% | 0 | 3.83s | 8,961 | 644 | 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 | |
| Space Bunny Alpha | 3.0 | 10.0 | 0.0% | 0 | 367.80s | 576 | 107,334 | 0 |
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