- Rank
- #106
- Total Output Tokens
- 211,343
- Response Time (avg)
- 91.29s
- Total Cost
- $0.149
DeepSeek V4 Pro 0423 (high) vs Nemotron 3 Ultra (medium)
DeepSeek V4 Pro 0423 (high) leads on average score with 8.1 vs 8.0. DeepSeek V4 Pro 0423 (high) has the lower benchmark cost at $0.149 vs $0.674. Nemotron 3 Ultra (medium) is faster at 40.33s vs 91.29s, with pass rates of 65.2% vs 68.1%.
Compared models
- Rank
- #111
- Total Output Tokens
- 196,626
- Response Time (avg)
- 40.33s
- Total Cost
- $0.674
Recommended model
DeepSeek V4 Pro 0423 (high)
It has the best score here (8.1), while costing about 4.5x less than Nemotron 3 Ultra (medium).
Detailed comparison
| Metric | DeepSeek V4 Pro 0423 DeepSeek V4 Pro 0423 high | Nemotron 3 Ultra Nemotron 3 Ultra medium Free Available |
|---|---|---|
| Score | 8.1 | 8.0 |
| Rank | #106 | #111 |
| Reliability | 10.0 | 9.8 |
| Consistency | 7.8 | 8.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 65.2% | 68.1% |
| Flaky tests | 6 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 3.717 | 0.000 |
| Total Cost | $0.149 | $0.674 |
| Input Price | $0.209 / 1M | $0.500 / 1M |
| Output Price | $0.418 / 1M | $2.200 / 1M |
| Cache Read Price | $0.018 / 1M | $0.100 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 287,061 | 482,754 |
| Output Tokens | 32,056 | 62,455 |
| Reasoning Tokens | 196,607 | 141,067 |
| Response Time (avg) | 91.29s | 40.33s |
| Response Time (max) | 416.76s | 392.56s |
| Response Time (total) | 2099.56s | 927.65s |
| Parameters | 1.6T total (49B active) | 550B total (55B active) |
| Availability | Open source | 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.
#106 DeepSeek V4 Pro 0423
high- Cost
- $0.023
- Time
- 257.6s
- Tokens
- 14,870 tok
#111 Nemotron 3 Ultra
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 64.54s | 196,304 | 9,128 | 10,091 | |
| Nemotron 3 Ultra | 10.0 | 10.0 | 100.0% | 0 | 188.06s | 249,339 | 8,071 | 11,046 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 5.7 | 5.9 | 58.3% | 2 | 25.70s | 536 | 149 | 3,214 | |
| Nemotron 3 Ultra | 10.0 | 10.0 | 100.0% | 0 | 8.62s | 780 | 835 | 1,485 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 6.3 | 8.7 | 33.3% | 0 | 243.00s | 5,090 | 383 | 84,580 | |
| Nemotron 3 Ultra | 8.4 | 7.4 | 88.9% | 1 | 26.53s | 7,686 | 2,854 | 17,725 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 78.99s | 66,082 | 4,582 | 25,404 | |
| Nemotron 3 Ultra | 6.3 | 5.8 | 66.7% | 1 | 218.25s | 204,249 | 40,954 | 78,561 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 25.03s | 7,690 | 274 | 2,166 | |
| Nemotron 3 Ultra | 10.0 | 10.0 | 100.0% | 0 | 5.68s | 7,989 | 473 | 1,285 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.6 | 7.2 | 22.2% | 1 | 249.47s | 578 | 16,870 | 58,188 | |
| Nemotron 3 Ultra | 3.6 | 7.2 | 22.2% | 1 | 35.22s | 785 | 7,637 | 18,208 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 8.83s | 471 | 115 | 1,013 | |
| Nemotron 3 Ultra | 3.7 | 9.5 | 0.0% | 0 | 2.52s | 360 | 70 | 235 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 7.8 | 6.6 | 83.3% | 1 | 8.73s | 627 | 66 | 2,726 | |
| Nemotron 3 Ultra | 9.8 | 10.0 | 100.0% | 0 | 6.35s | 765 | 182 | 1,243 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 6.9 | 4.9 | 77.8% | 2 | 56.85s | 591 | 178 | 2,563 | |
| Nemotron 3 Ultra | 5.5 | 9.9 | 33.3% | 0 | 3.54s | 792 | 771 | 2,055 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 9.8 | 10.0 | 100.0% | 0 | 15.92s | 8,909 | 295 | 701 | |
| Nemotron 3 Ultra | 10.0 | 10.0 | 100.0% | 0 | 7.72s | 9,781 | 304 | 984 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.0 | 10.0 | 0.0% | 0 | 34.01s | 183 | 16 | 5,961 | |
| Nemotron 3 Ultra | 3.0 | 10.0 | 0.0% | 0 | 38.47s | 228 | 304 | 8,240 |
Quick Compare
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