- 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 (low)
The average score is effectively tied at 6.5 vs 6.5. KAT-Coder-Pro V2.5 (low) has the lower benchmark cost at $0.400 vs $1.100. Claude Sonnet 5.5 (medium) is faster at 8.03s vs 19.40s, with pass rates of 40.6% vs 65.2%.
Compared models
- Rank
- #191
- Total Output Tokens
- 113,193
- Response Time (avg)
- 19.40s
- Total Cost
- $0.400
Recommended model
KAT-Coder-Pro V2.5 (low)
It has the best score here (6.5), while costing about 2.8x less than Claude Sonnet 5.5 (medium).
Detailed comparison
| Metric | Claude Sonnet 5.5 Claude Sonnet 5.5 medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low |
|---|---|---|
| Score | 6.5 | 6.5 |
| Rank | #192 | #191 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.7 | 7.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 40.6% | 65.2% |
| Flaky tests | 1 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 12.221 | 3.636 |
| Total Cost | $1.100 | $0.400 |
| Input Price | $2.000 / 1M | $0.740 / 1M |
| Output Price | $10.000 / 1M | $2.960 / 1M |
| Total Input Tokens | 361,183 | 87,682 |
| Output Tokens | 26,609 | 7,166 |
| Reasoning Tokens | 11,139 | 106,027 |
| Response Time (avg) | 8.03s | 19.40s |
| Response Time (max) | 51.18s | 209.15s |
| Response Time (total) | 184.80s | 446.11s |
| 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
#191 KAT-Coder-Pro V2.5
low- Cost
- $0.016
- Time
- 47.6s
- Tokens
- 5,182 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 | 1.75s | 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 | 6.9 | 5.8 | 75.0% | 2 | 4.20s | 672 | 277 | 4,228 |
| 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 | 7.8 | 10.0 | 66.7% | 0 | 24.87s | 7,893 | 402 | 24,945 |
| 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 | 6.4 | 5.8 | 66.7% | 1 | 111.87s | 60,055 | 5,393 | 43,732 |
| 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 | 4.19s | 7,776 | 288 | 1,917 |
| 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 | 3.5 | 4.4 | 33.3% | 2 | 22.86s | 780 | 35 | 21,430 |
| 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 | 4.1 | 2.7 | 33.3% | 1 | 2.32s | 516 | 99 | 412 |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 2.53s | 699 | 83 | 1,008 |
| 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 | 6.4 | 4.4 | 77.8% | 2 | 3.11s | 696 | 289 | 1,820 |
| 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 | 18.45s | 8,391 | 282 | 834 |
| 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 | 17.06s | 204 | 18 | 5,701 |
Quick Compare
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