- Rank
- #189
- Total Output Tokens
- 96,943
- Response Time (avg)
- 4.40s
- Total Cost
- $0.121
Mercury 2 (medium) vs KAT-Coder-Pro V2.5 (low)
The average score is effectively tied at 6.6 vs 6.5. Mercury 2 (medium) has the lower benchmark cost at $0.121 vs $0.400. Mercury 2 (medium) is faster at 4.40s vs 19.40s, with pass rates of 53.6% 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 (medium)
It has the best score here (6.6), while costing about 3.3x less than KAT-Coder-Pro V2.5 (low).
Detailed comparison
| Metric | Mercury 2 Mercury 2 medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low |
|---|---|---|
| Score | 6.6 | 6.5 |
| Rank | #189 | #191 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.1 | 7.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 53.6% | 65.2% |
| Flaky tests | 5 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 1.201 | 3.636 |
| Total Cost | $0.121 | $0.400 |
| Input Price | $0.250 / 1M | $0.740 / 1M |
| Output Price | $0.750 / 1M | $2.960 / 1M |
| Total Input Tokens | 189,300 | 87,682 |
| Output Tokens | 10,854 | 7,166 |
| Reasoning Tokens | 86,089 | 106,027 |
| Response Time (avg) | 4.40s | 19.40s |
| Response Time (max) | 34.92s | 209.15s |
| Response Time (total) | 96.81s | 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.
#189 Mercury 2
medium- Cost
- $0.002
- Time
- 2.1s
- Tokens
- 1,702 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 | 4.7 | 1.6 | 66.7% | 1 | 34.92s | 78,785 | 529 | 8,860 | |
| 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 | 6.9 | 9.9 | 50.0% | 0 | 1.12s | 554 | 2,546 | 2,609 | |
| 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 | 8.2 | 7.7 | 77.8% | 1 | 2.04s | 7,065 | 296 | 11,328 | |
| 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 | 6.7 | 9.1 | 50.0% | 0 | 7.84s | 87,365 | 6,533 | 20,474 | |
| 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 | 7.3 | 5.9 | 83.3% | 1 | 1.11s | 6,234 | 183 | 1,656 | |
| 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 | 2.9 | 4.4 | 22.2% | 2 | 8.06s | 1,638 | 53 | 31,177 | |
| 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 | 4.8 | 10.0 | 0.0% | 0 | 821ms | 456 | 137 | 542 | |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 1.07s | 340 | 14 | 958 | |
| 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 | 5.4 | 10.0 | 33.3% | 0 | 949ms | 601 | 361 | 2,781 | |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 1.89s | 6,080 | 180 | 1,956 | |
| 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 | 3.0 | 10.0 | 0.0% | 0 | 2.58s | 182 | 22 | 3,748 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 17.06s | 204 | 18 | 5,701 |
Quick Compare
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