- Rank
- #297
- Total Output Tokens
- 36,870
- Response Time (avg)
- 4.92s
- Total Cost
- $0.015
Mercury 2.5 Preview (low) vs KAT Coder AIR V2.5 (medium)
KAT Coder AIR V2.5 (medium) leads on average score with 5.1 vs 5.0. Mercury 2.5 Preview (low) has the lower benchmark cost at $0.015 vs $0.048. Mercury 2.5 Preview (low) is faster at 4.92s vs 8.32s, with pass rates of 44.9% vs 43.5%.
Compared models
- Rank
- #294
- Total Output Tokens
- 66,576
- Response Time (avg)
- 8.32s
- Total Cost
- $0.048
Recommended model
Mercury 2.5 Preview (low)
Its score stays close to the best score here (5.0 vs 5.1), while costing about 3.3x less than KAT Coder AIR V2.5 (medium).
Detailed comparison
| Metric | Mercury 2.5 Preview Mercury 2.5 Preview low | KAT Coder AIR V2.5 KAT Coder AIR V2.5 medium |
|---|---|---|
| Score | 5.0 | 5.1 |
| Rank | #297 | #294 |
| Reliability | 9.9 | 9.6 |
| Consistency | 7.1 | 8.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 44.9% | 43.5% |
| Flaky tests | 8 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 0.244 | 0.596 |
| Total Cost | $0.015 | $0.048 |
| Input Price | $0.000 / 1M | $0.000 / 1M |
| Output Price | $0.000 / 1M | $0.000 / 1M |
| Total Input Tokens | 235,438 | 51,369 |
| Output Tokens | 8,136 | 8,008 |
| Reasoning Tokens | 28,734 | 58,568 |
| Response Time (avg) | 4.92s | 8.32s |
| Response Time (max) | 84.47s | 48.19s |
| Response Time (total) | 113.24s | 191.40s |
| Parameters | ~100B | ~35B total (~3B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#297 Mercury 2.5 Preview
low- Cost
- $0.001
- Time
- 1.5s
- Tokens
- 1,169 tok
#294 KAT Coder AIR V2.5
medium- Cost
- $0.003
- Time
- 23.7s
- Tokens
- 4,924 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 | 5.0 | 10.0 | 0.0% | 0 | 84.47s | 101,913 | 877 | 4,018 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.05s | 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 | 5.6 | 3.8 | 66.7% | 3 | 759ms | 786 | 290 | 3,019 | |
| KAT Coder AIR V2.5 | 8.7 | 8.0 | 91.7% | 1 | 3.79s | 672 | 549 | 4,194 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 5.5 | 10.0 | 33.3% | 0 | 972ms | 7,794 | 695 | 2,263 | |
| KAT Coder AIR V2.5 | 3.6 | 7.0 | 22.2% | 1 | 23.37s | 7,893 | 5,199 | 29,973 |
| Combined | 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 | 4.77s | 110,517 | 5,013 | 9,661 | |
| KAT Coder AIR V2.5 | 6.5 | 10.0 | 50.0% | 0 | 19.56s | 23,854 | 435 | 6,811 |
| 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 | 6.3 | 5.8 | 66.7% | 1 | 1.12s | 8,309 | 611 | 1,521 | |
| KAT Coder AIR V2.5 | 6.5 | 10.0 | 50.0% | 0 | 3.65s | 7,776 | 268 | 1,881 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 4.1 | 4.4 | 44.5% | 2 | 836ms | 849 | 45 | 2,247 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 6.58s | 668 | 673 | 4,670 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 5.0 | 10.0 | 0.0% | 0 | 1.05s | 540 | 105 | 749 | |
| KAT Coder AIR V2.5 | 5.0 | 10.0 | 0.0% | 0 | 9.81s | 516 | 189 | 557 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 6.3 | 10.0 | 50.0% | 0 | 1.60s | 745 | 99 | 1,492 | |
| KAT Coder AIR V2.5 | 10.0 | 10.0 | 100.0% | 0 | 1.50s | 699 | 93 | 730 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 8.2 | 7.2 | 88.9% | 1 | 710ms | 777 | 312 | 2,271 | |
| KAT Coder AIR V2.5 | 3.6 | 7.2 | 22.2% | 1 | 1.87s | 696 | 265 | 1,184 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Mercury 2.5 Preview | 2.8 | 1.6 | 33.3% | 1 | 1.57s | 2,983 | 76 | 739 | |
| KAT Coder AIR V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.77s | 8,391 | 317 | 906 |
| 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 | 591ms | 225 | 13 | 754 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 15.74s | 204 | 20 | 7,662 |
Quick Compare
Switch Comparison Pair
Mercury 2.5lowvsKAT Coder AIR V2.5mediumKAT Coder AIR V2.5mediumvsMiMo-V2.5-PrononeKAT Coder AIR V2.5mediumvsMistral Small 4noneMercury 2.5 PreviewlowvsLaguna S 2.1mediumFree AvailableMercury 2.5 PreviewlowvsMiniMax M2.7mediumDots 3 Note PreviewnoneFree AvailablevsMercury 2.5 PreviewlowMercury 2.5 PreviewlowvsGPT-4o-mininoneMercury 2.5 PreviewlowvsMiMo-V2.5-PrononeKAT Coder AIR V2.5mediumvsNemotron 3.5 LightninghighFree AvailableLing 3.0 FlashnonevsKAT Coder AIR V2.5mediumMercury 2.5 PreviewlowvsMistral Small 4noneMercury 2.5 PreviewlowvsMistral Small 4medium