- Rank
- #120
- Total Output Tokens
- 196,626
- Response Time (avg)
- 40.33s
- Total Cost
- $0.674
Nemotron 3 Ultra (medium) vs GPT-5.4 Nano (medium)
The average score is effectively tied at 8.0 vs 8.0. GPT-5.4 Nano (medium) has the lower benchmark cost at $0.235 vs $0.674. GPT-5.4 Nano (medium) is faster at 15.95s vs 40.33s, with pass rates of 68.1% vs 66.7%.
Compared models
- Rank
- #121
- Total Output Tokens
- 110,910
- Response Time (avg)
- 15.95s
- Total Cost
- $0.235
Recommended model
GPT-5.4 Nano (medium)
It has the best score here (8.0), while costing about 2.9x less than Nemotron 3 Ultra (medium).
Detailed comparison
| Metric | Nemotron 3 Ultra Nemotron 3 Ultra medium Free Available | GPT-5.4 Nano GPT-5.4 Nano medium |
|---|---|---|
| Score | 8.0 | 8.0 |
| Rank | #120 | #121 |
| Reliability | 9.8 | 10.0 |
| Consistency | 8.9 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 68.1% | 66.7% |
| Flaky tests | 3 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 1.432 |
| Total Cost | $0.674 | $0.235 |
| Input Price | $0.500 / 1M | $0.200 / 1M |
| Output Price | $2.200 / 1M | $1.250 / 1M |
| Cache Read Price | $0.100 / 1M | $0.020 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 482,754 | 237,088 |
| Output Tokens | 62,455 | 8,235 |
| Reasoning Tokens | 141,067 | 102,675 |
| Response Time (avg) | 40.33s | 15.95s |
| Response Time (max) | 392.56s | 94.06s |
| Response Time (total) | 927.65s | 366.93s |
| Parameters | 550B total (55B active) | ~120B total (~5B active) |
| Availability | Weights available | Closed |
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.
#120 Nemotron 3 Ultra
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#121 GPT-5.4 Nano
medium- Cost
- $0.007
- Time
- 24.6s
- Tokens
- 4,943 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Nemotron 3 Ultra | 10.0 | 10.0 | 100.0% | 0 | 188.06s | 249,339 | 8,071 | 11,046 | |
| GPT-5.4 Nano | 10.0 | 10.0 | 100.0% | 0 | 73.96s | 154,260 | 1,135 | 9,894 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Nemotron 3 Ultra | 10.0 | 10.0 | 100.0% | 0 | 8.62s | 780 | 835 | 1,485 | |
| GPT-5.4 Nano | 8.3 | 10.0 | 75.0% | 0 | 4.52s | 606 | 683 | 2,254 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Nemotron 3 Ultra | 8.4 | 7.4 | 88.9% | 1 | 26.53s | 7,686 | 2,854 | 17,725 | |
| GPT-5.4 Nano | 6.1 | 4.7 | 66.7% | 2 | 19.12s | 7,305 | 516 | 20,778 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Nemotron 3 Ultra | 6.3 | 5.8 | 66.7% | 1 | 218.25s | 204,249 | 40,954 | 78,561 | |
| GPT-5.4 Nano | 9.9 | 10.0 | 100.0% | 0 | 32.24s | 59,730 | 4,435 | 19,221 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Nemotron 3 Ultra | 10.0 | 10.0 | 100.0% | 0 | 5.68s | 7,989 | 473 | 1,285 | |
| GPT-5.4 Nano | 10.0 | 10.0 | 100.0% | 0 | 2.54s | 7,140 | 234 | 516 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Nemotron 3 Ultra | 3.6 | 7.2 | 22.2% | 1 | 35.22s | 785 | 7,637 | 18,208 | |
| GPT-5.4 Nano | 5.9 | 7.2 | 55.6% | 1 | 38.72s | 628 | 60 | 46,084 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Nemotron 3 Ultra | 3.7 | 9.5 | 0.0% | 0 | 2.52s | 360 | 70 | 235 | |
| GPT-5.4 Nano | 4.5 | 10.0 | 0.0% | 0 | 4.15s | 477 | 179 | 443 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Nemotron 3 Ultra | 9.8 | 10.0 | 100.0% | 0 | 6.35s | 765 | 182 | 1,243 | |
| GPT-5.4 Nano | 9.8 | 10.0 | 100.0% | 0 | 1.88s | 660 | 95 | 521 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Nemotron 3 Ultra | 5.5 | 9.9 | 33.3% | 0 | 3.54s | 792 | 771 | 2,055 | |
| GPT-5.4 Nano | 4.1 | 7.2 | 22.2% | 1 | 3.79s | 642 | 594 | 1,408 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Nemotron 3 Ultra | 10.0 | 10.0 | 100.0% | 0 | 7.72s | 9,781 | 304 | 984 | |
| GPT-5.4 Nano | 10.0 | 10.0 | 100.0% | 0 | 7.71s | 5,445 | 234 | 382 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Nemotron 3 Ultra | 3.0 | 10.0 | 0.0% | 0 | 38.47s | 228 | 304 | 8,240 | |
| GPT-5.4 Nano | 3.0 | 10.0 | 0.0% | 0 | 4.81s | 195 | 70 | 1,174 |
Quick Compare
Switch Comparison Pair
Nemotron 3 UltramediumFree AvailablevsGPT-5.6 LunahighGPT-5.4 NanomediumvsQwen3.8 Flash NextlowNemotron 3 UltramediumFree AvailablevsQwen3.8 Flash NextlowDeepSeek V4.1 FlashlowvsNemotron 3 UltramediumFree AvailableGPT-5.4 NanomediumvsGLM 5.3 FlashXmaxClaude Fable 5.1highvsGPT-5.4 NanomediumNemotron 3 UltramediumFree AvailablevsGPT-5.6 TerralowDeepSeek V4.1 FlashlowvsGPT-5.4 NanomediumGPT-5.4 NanomediumvsQwen3.7 MaxnoneNemotron 3 UltramediumFree AvailablevsGLM 5.3 FlashXmaxDeepSeek V4 Flash 0423highvsNemotron 3 UltramediumFree AvailableClaude Fable 5.1highvsNemotron 3 UltramediumFree Available