- Rank
- #223
- Total Output Tokens
- 60,414
- Response Time (avg)
- 10.63s
- Total Cost
- $0.046
KAT-Coder-Air V2.5 (low) vs Nemotron 3.5 Lightning (high)
Nemotron 3.5 Lightning (high) leads on average score with 5.6 vs 5.4. KAT-Coder-Air V2.5 (low) has the lower benchmark cost at $0.046 vs $0.134. KAT-Coder-Air V2.5 (low) is faster at 10.63s vs 58.26s, with pass rates of 43.9% vs 50.0%.
- Rank
- #216
- Total Output Tokens
- 654,597
- Response Time (avg)
- 58.26s
- Total Cost
- $0.134
Recommended model
KAT-Coder-Air V2.5 (low)
Its score stays close to the best score here (5.4 vs 5.6), while costing about 2.9x less than Nemotron 3.5 Lightning (high).
Detailed comparison
| Metric | KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low | Nemotron 3.5 Lightning Nemotron 3.5 Lightning high Free Available |
|---|---|---|
| Score | 5.4 | 5.6 |
| Rank | #223 | #216 |
| Reliability | 9.9 | 9.9 |
| Consistency | 7.8 | 5.6 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 43.9% | 50.0% |
| Flaky tests | 6 | 12 |
| Total Runs | 66 | 66 |
| Cost per result | 0.649 | 0.000 |
| Total Cost | $0.046 | $0.134 |
| Input Price | $0.150 / 1M | $0.080 / 1M |
| Output Price | $0.600 / 1M | $0.200 / 1M |
| Total Input Tokens | 61,094 | 118,016 |
| Output Tokens | 6,532 | 148,344 |
| Reasoning Tokens | 53,882 | 506,253 |
| Response Time (avg) | 10.63s | 58.26s |
| Response Time (max) | 86.23s | 285.26s |
| Response Time (total) | 233.77s | 1281.79s |
| Parameters | ~35B total (~3B active) | 30B total (3B active) |
| Availability | Closed | Weights available |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#223 KAT-Coder-Air V2.5
low- Cost
- $0.004
- Time
- 29.9s
- Tokens
- 6,008 tok
#216 Nemotron 3.5 Lightning
high- Cost
- $0.000
- Time
- 92.8s
- Tokens
- 11,343 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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 7.3 | 5.8 | 83.3% | 2 | 3.50s | 672 | 422 | 1,548 | |
| Nemotron 3.5 Lightning | 5.5 | 3.7 | 66.7% | 3 | 10.29s | 696 | 2,432 | 15,948 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 3.5 | 7.3 | 11.1% | 1 | 11.06s | 7,893 | 2,001 | 13,623 | |
| Nemotron 3.5 Lightning | 4.4 | 5.1 | 33.3% | 2 | 168.41s | 7,623 | 68,533 | 242,319 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 6.4 | 5.8 | 66.7% | 1 | 55.86s | 33,753 | 2,046 | 17,833 | |
| Nemotron 3.5 Lightning | 6.4 | 10.0 | 50.0% | 0 | 160.45s | 90,257 | 17,550 | 119,725 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 6.5 | 10.0 | 50.0% | 0 | 2.82s | 7,776 | 261 | 1,069 | |
| Nemotron 3.5 Lightning | 7.3 | 5.9 | 83.3% | 1 | 13.99s | 7,944 | 3,210 | 16,835 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 3.0 | 10.0 | 0.0% | 0 | 8.91s | 562 | 937 | 10,224 | |
| Nemotron 3.5 Lightning | 2.9 | 4.4 | 22.2% | 2 | 88.61s | 798 | 45,616 | 72,496 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 5.0 | 10.0 | 0.0% | 0 | 10.11s | 516 | 142 | 596 | |
| Nemotron 3.5 Lightning | 3.7 | 9.5 | 0.0% | 0 | 7.58s | 516 | 4,331 | 4,408 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 9.8 | 10.0 | 100.0% | 0 | 1.64s | 699 | 89 | 640 | |
| Nemotron 3.5 Lightning | 8.5 | 6.8 | 83.3% | 1 | 4.98s | 723 | 502 | 3,779 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 3.1 | 4.6 | 22.2% | 2 | 1.57s | 696 | 294 | 796 | |
| Nemotron 3.5 Lightning | 3.6 | 1.8 | 44.4% | 3 | 6.09s | 726 | 1,236 | 9,851 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.47s | 8,391 | 330 | 1,065 | |
| Nemotron 3.5 Lightning | 10.0 | 10.0 | 100.0% | 0 | 6.92s | 8,526 | 3,745 | 3,781 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 3.0 | 10.0 | 0.0% | 0 | 19.98s | 136 | 10 | 6,488 | |
| Nemotron 3.5 Lightning | 3.0 | 10.0 | 0.0% | 0 | 77.98s | 207 | 1,189 | 17,111 |
Quick Compare
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