- Rank
- #85
- Total Output Tokens
- 102,691
- Response Time (avg)
- 22.71s
- Total Cost
- $1.585
Gemini 3.1 Pro Preview (medium) vs Nemotron 3.5 Super VL (high)
The average score is effectively tied at 8.4 vs 8.4. Nemotron 3.5 Super VL (high) has the lower benchmark cost at $0.349 vs $1.585. Gemini 3.1 Pro Preview (medium) is faster at 22.71s vs 49.88s, with pass rates of 89.9% vs 82.6%.
Compared models
- Rank
- #81
- Total Output Tokens
- 608,283
- Response Time (avg)
- 49.88s
- Total Cost
- $0.349
Recommended model
Nemotron 3.5 Super VL (high)
It has the best score here (8.4), while costing about 4.5x less than Gemini 3.1 Pro Preview (medium).
Detailed comparison
| Metric | Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium | Nemotron 3.5 Super VL Nemotron 3.5 Super VL high Free Available |
|---|---|---|
| Score | 8.4 | 8.4 |
| Rank | #85 | #81 |
| Reliability | 9.8 | 9.9 |
| Consistency | 9.6 | 8.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 89.9% | 82.6% |
| Flaky tests | 1 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 7.924 | 2.324 |
| Total Cost | $1.585 | $0.349 |
| Input Price | $2.000 / 1M | $0.150 / 1M |
| Output Price | $12.000 / 1M | $0.500 / 1M |
| Cache Read Price | $0.200 / 1M | $0.020 / 1M |
| Cache Write Price | $0.375 / 1M | N/A |
| Total Input Tokens | 176,208 | 296,001 |
| Output Tokens | 6,093 | 8,105 |
| Reasoning Tokens | 96,598 | 600,178 |
| Response Time (avg) | 22.71s | 49.88s |
| Response Time (max) | 88.68s | 310.51s |
| Response Time (total) | 386.11s | 1147.24s |
| Parameters | ~1.2T total (~20B active) | 120B total (12B active) |
| Availability | Closed | Open source |
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.
#85 Gemini 3.1 Pro Preview
medium- Cost
- $0.115
- Time
- 87.2s
- Tokens
- 9,629 tok
#81 Nemotron 3.5 Super VL
high- Cost
- $0.005
- Time
- 25.6s
- Tokens
- 9,076 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 4.7 | 1.6 | 66.7% | 1 | 56.17s | 83,912 | 861 | 4,592 | |
| Nemotron 3.5 Super VL | 10.0 | 10.0 | 100.0% | 0 | 112.72s | 181,991 | 1,564 | 9,403 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 7.90s | 498 | 112 | 3,218 | |
| Nemotron 3.5 Super VL | 10.0 | 10.0 | 100.0% | 0 | 6.75s | 696 | 178 | 3,733 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 7.9 | 9.9 | 66.7% | 0 | 40.17s | 8,124 | 435 | 41,247 | |
| Nemotron 3.5 Super VL | 8.4 | 7.4 | 88.9% | 1 | 59.18s | 7,623 | 352 | 133,374 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 9.8 | 10.0 | 100.0% | 0 | 40.39s | 67,910 | 3,687 | 23,111 | |
| Nemotron 3.5 Super VL | 7.3 | 5.8 | 83.3% | 1 | 183.49s | 86,115 | 5,038 | 61,085 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 7.72s | 7,265 | 279 | 3,904 | |
| Nemotron 3.5 Super VL | 10.0 | 10.0 | 100.0% | 0 | 3.65s | 7,944 | 250 | 5,488 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 7.7 | 10.0 | 66.7% | 0 | 20.29s | 644 | 18 | 11,704 | |
| Nemotron 3.5 Super VL | 4.1 | 4.4 | 44.5% | 2 | 113.75s | 790 | 22 | 362,061 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 11.77s | 490 | 108 | 1,179 | |
| Nemotron 3.5 Super VL | 6.5 | 3.4 | 66.7% | 1 | 14.34s | 516 | 75 | 2,621 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 9.56s | 621 | 72 | 2,236 | |
| Nemotron 3.5 Super VL | 8.5 | 6.8 | 83.3% | 1 | 6.10s | 723 | 75 | 2,466 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 6.90s | 570 | 235 | 3,128 | |
| Nemotron 3.5 Super VL | 10.0 | 10.0 | 100.0% | 0 | 4.32s | 726 | 225 | 6,843 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 23.15s | 6,018 | 274 | 982 | |
| Nemotron 3.5 Super VL | 10.0 | 10.0 | 100.0% | 0 | 35.56s | 8,670 | 273 | 996 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 6.27s | 156 | 12 | 1,297 | |
| Nemotron 3.5 Super VL | 3.0 | 10.0 | 0.0% | 0 | 39.39s | 207 | 53 | 12,108 |
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