- Rank
- #194
- Total Output Tokens
- 180,597
- Response Time (avg)
- 7.61s
- Total Cost
- $0.039
Mercury 2.5 Preview (high) vs KAT-Coder-Pro V2.5 (low)
KAT-Coder-Pro V2.5 (low) leads on average score with 6.5 vs 6.5. Mercury 2.5 Preview (high) has the lower benchmark cost at $0.039 vs $0.400. Mercury 2.5 Preview (high) is faster at 7.61s vs 19.40s, with pass rates of 65.2% vs 65.2%.
Compared models
- Rank
- #191
- Total Output Tokens
- 113,193
- Response Time (avg)
- 19.40s
- Total Cost
- $0.400
Recommended model
Mercury 2.5 Preview (high)
Its score stays close to the best score here (6.5 vs 6.5), while costing about 10.5x less than KAT-Coder-Pro V2.5 (low).
Detailed comparison
| Metric | Mercury 2.5 Preview Mercury 2.5 Preview high | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low |
|---|---|---|
| Score | 6.5 | 6.5 |
| Rank | #194 | #191 |
| Reliability | 9.9 | 10.0 |
| Consistency | 8.0 | 7.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 65.2% | 65.2% |
| Flaky tests | 6 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 0.319 | 3.636 |
| Total Cost | $0.039 | $0.400 |
| Input Price | $0.000 / 1M | $0.740 / 1M |
| Output Price | $0.000 / 1M | $2.960 / 1M |
| Total Input Tokens | 298,512 | 87,682 |
| Output Tokens | 3,178 | 7,166 |
| Reasoning Tokens | 177,419 | 106,027 |
| Response Time (avg) | 7.61s | 19.40s |
| Response Time (max) | 86.84s | 209.15s |
| Response Time (total) | 175.08s | 446.11s |
| Parameters | ~100B | ~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.
#194 Mercury 2.5 Preview
high- Cost
- $0.001
- Time
- 4.5s
- Tokens
- 3,851 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 |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 6.1 | 3.1 | 66.7% | 1 | 86.84s | 182,753 | 616 | 16,476 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 10.0 | 10.0 | 100.0% | 0 | 1.09s | 785 | 181 | 7,008 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 6.7 | 7.8 | 55.6% | 1 | 6.13s | 7,751 | 485 | 42,569 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 3.8 | 1.6 | 50.0% | 2 | 14.36s | 95,789 | 765 | 54,789 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 10.0 | 10.0 | 100.0% | 0 | 2.24s | 8,292 | 560 | 8,522 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 2.9 | 4.4 | 22.2% | 2 | 5.68s | 857 | 67 | 25,958 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 5.1 | 10.0 | 0.0% | 0 | 1.88s | 542 | 94 | 3,300 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 9.8 | 10.0 | 100.0% | 0 | 1.05s | 741 | 94 | 3,777 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 10.0 | 10.0 | 100.0% | 0 | 1.21s | 774 | 292 | 6,066 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 3.0 | 10.0 | 0.0% | 0 | 2.25s | 0 | 0 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 3.0 | 10.0 | 0.0% | 0 | 5.41s | 228 | 24 | 8,954 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 17.06s | 204 | 18 | 5,701 |
Quick Compare
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