- Rank
- #192
- Total Output Tokens
- 37,748
- Response Time (avg)
- 8.03s
- Total Cost
- $1.100
Claude Sonnet 5.5 (medium) vs KAT-Coder-Pro V2.5 (high)
Claude Sonnet 5.5 (medium) leads on average score with 6.5 vs 6.5. KAT-Coder-Pro V2.5 (high) has the lower benchmark cost at $0.506 vs $1.100. Claude Sonnet 5.5 (medium) is faster at 8.03s vs 21.21s, with pass rates of 40.6% vs 60.9%.
Compared models
- Rank
- #198
- Total Output Tokens
- 144,359
- Response Time (avg)
- 21.21s
- Total Cost
- $0.506
Recommended model
Claude Sonnet 5.5 (medium)
It has the best score here (6.5), while responding about 2.6x faster than KAT-Coder-Pro V2.5 (high).
Detailed comparison
| Metric | Claude Sonnet 5.5 Claude Sonnet 5.5 medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high |
|---|---|---|
| Score | 6.5 | 6.5 |
| Rank | #192 | #198 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.7 | 7.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 40.6% | 60.9% |
| Flaky tests | 1 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 12.221 | 4.599 |
| Total Cost | $1.100 | $0.506 |
| Input Price | $2.000 / 1M | $0.740 / 1M |
| Output Price | $10.000 / 1M | $2.960 / 1M |
| Total Input Tokens | 361,183 | 106,085 |
| Output Tokens | 26,609 | 9,071 |
| Reasoning Tokens | 11,139 | 135,288 |
| Response Time (avg) | 8.03s | 21.21s |
| Response Time (max) | 51.18s | 199.97s |
| Response Time (total) | 184.80s | 487.83s |
| Parameters | ~1T total (~100B active) | ~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.
#192 Claude Sonnet 5.5
medium- Cost
- $0.024
- Time
- 17.4s
- Tokens
- 2,525 tok
#198 KAT-Coder-Pro V2.5
high- Cost
- $0.009
- Time
- 26.4s
- Tokens
- 3,117 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 5.5 | 10.0 | 10.0 | 100.0% | 0 | 51.18s | 190,412 | 3,424 | 1,344 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.52s | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 5.5 | 6.5 | 10.0 | 50.0% | 0 | 2.54s | 858 | 1,697 | 0 | |
| KAT-Coder-Pro V2.5 | 7.0 | 8.0 | 66.7% | 1 | 3.17s | 672 | 447 | 2,716 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 5.5 | 3.4 | 9.7 | 0.0% | 0 | 6.07s | 10,608 | 6,767 | 0 | |
| KAT-Coder-Pro V2.5 | 6.4 | 7.9 | 44.4% | 1 | 22.00s | 7,893 | 422 | 20,461 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 5.5 | 8.5 | 10.0 | 50.0% | 0 | 23.58s | 133,232 | 7,780 | 5,241 | |
| KAT-Coder-Pro V2.5 | 7.3 | 5.8 | 83.3% | 1 | 106.70s | 78,458 | 6,956 | 60,306 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 5.5 | 6.5 | 10.0 | 50.0% | 0 | 2.56s | 10,515 | 696 | 0 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.13s | 7,776 | 278 | 1,960 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 5.5 | 3.0 | 10.0 | 0.0% | 0 | 8.78s | 990 | 4,137 | 2,729 | |
| KAT-Coder-Pro V2.5 | 2.9 | 4.4 | 22.2% | 2 | 44.66s | 780 | 33 | 43,896 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 5.5 | 5.1 | 3.4 | 33.3% | 1 | 2.27s | 714 | 324 | 0 | |
| KAT-Coder-Pro V2.5 | 5.1 | 10.0 | 0.0% | 0 | 3.27s | 516 | 139 | 647 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 5.5 | 6.3 | 10.0 | 50.0% | 0 | 1.88s | 921 | 346 | 0 | |
| KAT-Coder-Pro V2.5 | 9.9 | 10.0 | 100.0% | 0 | 2.67s | 699 | 84 | 976 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 5.5 | 7.7 | 10.0 | 66.7% | 0 | 2.43s | 912 | 876 | 0 | |
| KAT-Coder-Pro V2.5 | 8.2 | 7.2 | 88.9% | 1 | 3.38s | 696 | 428 | 1,936 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 5.5 | 10.0 | 10.0 | 100.0% | 0 | 4.75s | 11,757 | 354 | 0 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 28.04s | 8,391 | 268 | 896 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 5.5 | 3.0 | 10.0 | 0.0% | 0 | 8.57s | 264 | 208 | 1,825 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 5.22s | 204 | 16 | 1,494 |
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