- Rank
- #18
- Total Output Tokens
- 97,238
- Response Time (avg)
- 20.62s
- Total Cost
- $1.352
Gemini 3.1 Pro Preview (medium) vs GPT-6 Astra (xhigh)
GPT-6 Astra (xhigh) leads on average score with 9.9 vs 9.2. Gemini 3.1 Pro Preview (medium) has the lower benchmark cost at $1.352 vs $5.156. Gemini 3.1 Pro Preview (medium) is faster at 20.62s vs 28.44s, with pass rates of 90.9% vs 97.0%.
- Rank
- #5
- Total Output Tokens
- 87,183
- Response Time (avg)
- 28.44s
- Total Cost
- $5.156
Recommended model
Gemini 3.1 Pro Preview (medium)
Its score stays close to the best score here (9.2 vs 9.9), while costing about 3.8x less than GPT-6 Astra (xhigh).
Detailed comparison
| Metric | Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium | GPT-6 Astra GPT-6 Astra xhigh |
|---|---|---|
| Score | 9.2 | 9.9 |
| Rank | #18 | #5 |
| Reliability | 10.0 | 9.9 |
| Consistency | 10.0 | 9.6 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 90.9% | 97.0% |
| Flaky tests | 0 | 1 |
| Total Runs | 66 | 66 |
| Cost per result | 6.758 | 24.552 |
| Total Cost | $1.352 | $5.156 |
| Input Price | $2.000 / 1M | $10.000 / 1M |
| Output Price | $12.000 / 1M | $50.000 / 1M |
| Total Input Tokens | 92,296 | 79,662 |
| Output Tokens | 5,232 | 5,055 |
| Reasoning Tokens | 92,006 | 82,128 |
| Response Time (avg) | 20.62s | 28.44s |
| Response Time (max) | 88.68s | 381.11s |
| Response Time (total) | 329.94s | 625.68s |
| Parameters | ~1.2T total (~20B active) | ~2T total (~150B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#18 Gemini 3.1 Pro Preview
medium- Cost
- $0.115
- Time
- 87.2s
- Tokens
- 9,629 tok
#5 GPT-6 Astra
xhigh- Cost
- $0.694
- Time
- 257.5s
- Tokens
- 13,964 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
| 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 Astra | 10.0 | 10.0 | 100.0% | 0 | 3.71s | 606 | 170 | 971 |
| 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 Astra | 10.0 | 10.0 | 100.0% | 0 | 8.27s | 7,302 | 396 | 4,031 |
| 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 Astra | 10.0 | 10.0 | 100.0% | 0 | 41.20s | 56,454 | 3,461 | 9,960 |
| 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 Astra | 10.0 | 10.0 | 100.0% | 0 | 3.34s | 7,140 | 234 | 365 |
| 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 Astra | 7.6 | 7.2 | 77.8% | 1 | 146.97s | 732 | 68 | 61,252 |
| 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 Astra | 10.0 | 10.0 | 100.0% | 0 | 7.68s | 477 | 124 | 870 |
| 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 Astra | 10.0 | 10.0 | 100.0% | 0 | 4.91s | 660 | 93 | 752 |
| 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 Astra | 10.0 | 10.0 | 100.0% | 0 | 4.48s | 642 | 215 | 1,072 |
| 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 Astra | 10.0 | 10.0 | 100.0% | 0 | 11.04s | 5,454 | 264 | 1,051 |
| 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 Astra | 10.0 | 10.0 | 100.0% | 0 | 14.06s | 195 | 30 | 1,804 |
Quick Compare
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