- Rank
- #309
- Total Output Tokens
- 114,654
- Response Time (avg)
- 15.23s
- Total Cost
- $0.077
KAT Coder AIR V2.5 (high) vs Nemotron 3.5 Lightning (high)
The average score is effectively tied at 5.2 vs 5.2. KAT Coder AIR V2.5 (high) has the lower benchmark cost at $0.077 vs $0.168. KAT Coder AIR V2.5 (high) is faster at 15.23s vs 77.08s, with pass rates of 40.6% vs 47.8%.
Compared models
- Rank
- #308
- Total Output Tokens
- 626,081
- Response Time (avg)
- 77.08s
- Total Cost
- $0.168
Recommended model
KAT Coder AIR V2.5 (high)
It has the best score here (5.2), while costing about 2.2x less than Nemotron 3.5 Lightning (high).
Detailed comparison
| Metric | KAT Coder AIR V2.5 KAT Coder AIR V2.5 high | Nemotron 3.5 Lightning Nemotron 3.5 Lightning high Free Available |
|---|---|---|
| Score | 5.2 | 5.2 |
| Rank | #309 | #308 |
| Reliability | 9.8 | 9.6 |
| Consistency | 8.2 | 5.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 40.6% | 47.8% |
| Flaky tests | 5 | 12 |
| Total Runs | 69 | 69 |
| Cost per result | 1.091 | 0.000 |
| Total Cost | $0.077 | $0.168 |
| Input Price | $0.150 / 1M | $0.060 / 1M |
| Output Price | $0.600 / 1M | $0.160 / 1M |
| Cache Read Price | N/A | $0.030 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 50,423 | 170,517 |
| Output Tokens | 4,144 | 149,968 |
| Reasoning Tokens | 110,510 | 509,725 |
| Response Time (avg) | 15.23s | 77.08s |
| Response Time (max) | 118.35s | 490.99s |
| Response Time (total) | 350.26s | 1772.78s |
| Parameters | ~35B total (~3B active) | 30B total (3B active) |
| Availability | Closed | Weights available |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#309 KAT Coder AIR V2.5
high
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#308 Nemotron 3.5 Lightning
high- Cost
- $0.000
- Time
- 92.8s
- Tokens
- 11,343 tok
Category Breakdown
| Agentic | 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 | 1.10s | 0 | 0 | 0 | |
| Nemotron 3.5 Lightning | 3.5 | 8.3 | 0.0% | 0 | 490.99s | 52,501 | 1,624 | 3,472 |
| 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 | 6.9 | 5.8 | 75.0% | 2 | 2.49s | 615 | 204 | 1,290 | |
| 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 | 4.3 | 7.3 | 11.1% | 1 | 39.07s | 6,948 | 1,166 | 55,883 | |
| 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 | 6.5 | 10.0 | 50.0% | 0 | 74.48s | 23,854 | 485 | 28,559 | |
| 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 | 3.59s | 7,776 | 284 | 2,140 | |
| 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 | 7.28s | 724 | 1,101 | 7,738 | |
| 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 | 5.1 | 10.0 | 0.0% | 0 | 7.10s | 516 | 179 | 539 | |
| 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 | 1.51s | 699 | 90 | 675 | |
| 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 | 3.5 | 4.4 | 33.3% | 2 | 2.47s | 696 | 285 | 1,576 | |
| 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 | 4.77s | 8,391 | 330 | 1,082 | |
| 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 | 21.72s | 204 | 20 | 11,028 | |
| Nemotron 3.5 Lightning | 3.0 | 10.0 | 0.0% | 0 | 77.98s | 207 | 1,189 | 17,111 |
Quick Compare
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