- Rank
- #348
- Total Output Tokens
- 97,752
- Response Time (avg)
- 11.96s
- Total Cost
- $0.070
KAT Coder AIR V2.5 (default) vs Nemotron 3 Super
The average score is effectively tied at 4.4 vs 4.5. Nemotron 3 Super has the lower benchmark cost at $0.016 vs $0.070. Nemotron 3 Super is faster at 7.11s vs 11.96s, with pass rates of 34.8% vs 27.5%.
Compared models
- Rank
- #347
- Total Output Tokens
- 9,074
- Response Time (avg)
- 7.11s
- Total Cost
- $0.016
Recommended model
Nemotron 3 Super
It has the best score here (4.5), while costing about 4.4x less than KAT Coder AIR V2.5 (default).
Detailed comparison
| Metric | KAT Coder AIR V2.5 KAT Coder AIR V2.5 default | Nemotron 3 Super Nemotron 3 Super none Free Available |
|---|---|---|
| Score | 4.4 | 4.5 |
| Rank | #348 | #347 |
| Reliability | 10.0 | 9.5 |
| Consistency | 7.4 | 8.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 34.8% | 27.5% |
| Flaky tests | 7 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 1.382 | 0.034 |
| Total Cost | $0.070 | $0.016 |
| Input Price | $0.150 / 1M | $0.080 / 1M |
| Output Price | $0.600 / 1M | $0.450 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 69,376 | 146,361 |
| Output Tokens | 7,792 | 9,073 |
| Reasoning Tokens | 89,960 | 1 |
| Response Time (avg) | 11.96s | 7.11s |
| Response Time (max) | 121.05s | 30.51s |
| Response Time (total) | 275.18s | 163.46s |
| Parameters | ~35B total (~3B active) | 120B total (12B 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.
#348 KAT Coder AIR V2.5
default- Cost
- $0.002
- Time
- 14.5s
- Tokens
- 2,619 tok
#347 Nemotron 3 Super
none- Cost
- $0.000
- Time
- 137.8s
- Tokens
- 2,447 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.07s | 0 | 0 | 0 | |
| Nemotron 3 Super | 2.8 | 1.6 | 33.3% | 1 | 30.51s | 82,833 | 2,642 | 0 |
| 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 | 5.3 | 5.6 | 50.0% | 2 | 2.68s | 672 | 686 | 2,358 | |
| Nemotron 3 Super | 4.8 | 10.0 | 25.0% | 0 | 4.46s | 671 | 2,322 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.3 | 9.6 | 0.0% | 0 | 14.31s | 6,472 | 2,032 | 14,886 | |
| Nemotron 3 Super | 3.3 | 7.2 | 11.1% | 1 | 2.64s | 7,627 | 571 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.8 | 1.6 | 50.0% | 2 | 73.00s | 43,170 | 2,531 | 48,237 | |
| Nemotron 3 Super | 3.0 | 10.0 | 0.0% | 0 | 18.22s | 35,803 | 855 | 1 |
| 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 | 6.3 | 5.8 | 66.7% | 1 | 2.66s | 7,776 | 280 | 988 | |
| Nemotron 3 Super | 10.0 | 10.0 | 100.0% | 0 | 7.92s | 7,944 | 249 | 0 |
| 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 | 8.33s | 780 | 1,399 | 10,258 | |
| Nemotron 3 Super | 3.0 | 10.0 | 0.0% | 0 | 6.78s | 798 | 24 | 0 |
| 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 | 12.02s | 516 | 141 | 515 | |
| Nemotron 3 Super | 4.6 | 10.0 | 0.0% | 0 | 950ms | 500 | 134 | 0 |
| 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 | 9.9 | 10.0 | 100.0% | 0 | 1.75s | 699 | 90 | 768 | |
| Nemotron 3 Super | 6.3 | 10.0 | 50.0% | 0 | 804ms | 723 | 66 | 0 |
| 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 | 2.9 | 4.4 | 22.2% | 2 | 1.84s | 696 | 284 | 971 | |
| Nemotron 3 Super | 5.5 | 10.0 | 33.3% | 0 | 2.36s | 714 | 1,125 | 0 |
| 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 | 5.13s | 8,391 | 330 | 1,230 | |
| Nemotron 3 Super | 4.7 | 1.6 | 66.7% | 1 | 16.00s | 8,541 | 281 | 0 |
| 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 | 17.96s | 204 | 19 | 9,749 | |
| Nemotron 3 Super | 3.0 | 10.0 | 0.0% | 0 | 8.94s | 207 | 804 | 0 |
Quick Compare
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