- Rank
- #71
- Total Output Tokens
- 102,691
- Response Time (avg)
- 22.71s
- Total Cost
- $1.585
Gemini 3.1 Pro Preview (medium) vs GPT-6 Luna (medium)
Gemini 3.1 Pro Preview (medium) leads on average score with 8.4 vs 8.3. GPT-6 Luna (medium) has the lower benchmark cost at $0.047 vs $1.585. GPT-6 Luna (medium) is faster at 18.07s vs 22.71s, with pass rates of 89.9% vs 73.9%.
Compared models
- Rank
- #79
- Total Output Tokens
- 53,161
- Response Time (avg)
- 18.07s
- Total Cost
- $0.047
Recommended model
GPT-6 Luna (medium)
Its score stays close to the best score here (8.3 vs 8.4), while costing about 33.8x less than Gemini 3.1 Pro Preview (medium).
Detailed comparison
| Metric | Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium | GPT-6 Luna GPT-6 Luna medium |
|---|---|---|
| Score | 8.4 | 8.3 |
| Rank | #71 | #79 |
| Reliability | 9.8 | 10.0 |
| Consistency | 9.6 | 8.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 89.9% | 73.9% |
| Flaky tests | 1 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 7.924 | 0.313 |
| Total Cost | $1.585 | $0.047 |
| Input Price | $2.000 / 1M | $0.100 / 1M |
| Output Price | $12.000 / 1M | $0.500 / 1M |
| Cache Read Price | $0.200 / 1M | $0.010 / 1M |
| Cache Write Price | $0.375 / 1M | $0.125 / 1M |
| Total Input Tokens | 176,208 | 203,193 |
| Output Tokens | 6,093 | 5,751 |
| Reasoning Tokens | 96,598 | 47,410 |
| Response Time (avg) | 22.71s | 18.07s |
| Response Time (max) | 88.68s | 66.44s |
| Response Time (total) | 386.11s | 415.53s |
| Parameters | ~1.2T total (~20B active) | ~400B total (~17B active) |
| Availability | Closed | 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.
#71 Gemini 3.1 Pro Preview
medium- Cost
- $0.115
- Time
- 87.2s
- Tokens
- 9,629 tok
#79 GPT-6 Luna
medium- Cost
- $0.002
- Time
- 23.6s
- Tokens
- 2,966 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 4.7 | 1.6 | 66.7% | 1 | 56.17s | 83,912 | 861 | 4,592 | |
| GPT-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 66.44s | 124,247 | 1,116 | 6,891 |
| 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 | |
| GPT-6 Luna | 8.3 | 10.0 | 75.0% | 0 | 4.32s | 606 | 156 | 875 |
| 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 | |
| GPT-6 Luna | 6.6 | 4.6 | 77.8% | 2 | 23.63s | 7,302 | 438 | 10,222 |
| 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 | |
| GPT-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 22.65s | 55,738 | 3,052 | 4,096 |
| 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 | |
| GPT-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 26.09s | 7,140 | 234 | 268 |
| 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 | |
| GPT-6 Luna | 5.9 | 7.2 | 55.6% | 1 | 22.71s | 732 | 70 | 19,191 |
| 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 | |
| GPT-6 Luna | 4.4 | 9.9 | 0.0% | 0 | 28.25s | 477 | 91 | 289 |
| 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 | |
| GPT-6 Luna | 9.8 | 10.0 | 100.0% | 0 | 13.24s | 660 | 89 | 409 |
| 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 | |
| GPT-6 Luna | 7.7 | 10.0 | 66.7% | 0 | 9.78s | 642 | 211 | 3,189 |
| 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 | |
| GPT-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 4.84s | 5,454 | 264 | 249 |
| 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 | |
| GPT-6 Luna | 3.0 | 10.0 | 0.0% | 0 | 6.39s | 195 | 30 | 1,731 |
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