- Rank
- #18
- Total Output Tokens
- 97,238
- Response Time (avg)
- 20.62s
- Total Cost
- $1.352
Gemini 3.1 Pro Preview (medium) vs Qwen3.8 Max (0902) (low)
Gemini 3.1 Pro Preview (medium) leads on average score with 9.2 vs 9.1. Qwen3.8 Max (0902) (low) has the lower benchmark cost at $0.664 vs $1.352. Gemini 3.1 Pro Preview (medium) is faster at 20.62s vs 24.21s, with pass rates of 90.9% vs 86.4%.
- Rank
- #23
- Total Output Tokens
- 75,865
- Response Time (avg)
- 24.21s
- Total Cost
- $0.664
Recommended model
Qwen3.8 Max (0902) (low)
Its score stays close to the best score here (9.1 vs 9.2), while costing about 2.0x less than Gemini 3.1 Pro Preview (medium).
Detailed comparison
| Metric | Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium | Qwen3.8 Max (0902) Qwen3.8 Max (0902) low |
|---|---|---|
| Score | 9.2 | 9.1 |
| Rank | #18 | #23 |
| Reliability | 10.0 | 10.0 |
| Consistency | 10.0 | 9.3 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 90.9% | 86.4% |
| Flaky tests | 0 | 2 |
| Total Runs | 66 | 66 |
| Cost per result | 6.758 | 3.684 |
| Total Cost | $1.352 | $0.664 |
| Input Price | $2.000 / 1M | $2.000 / 1M |
| Output Price | $12.000 / 1M | $6.000 / 1M |
| Total Input Tokens | 92,296 | 103,954 |
| Output Tokens | 5,232 | 6,322 |
| Reasoning Tokens | 92,006 | 69,543 |
| Response Time (avg) | 20.62s | 24.21s |
| Response Time (max) | 88.68s | 207.79s |
| Response Time (total) | 329.94s | 532.62s |
| Parameters | ~1.2T total (~20B active) | 2.4T total (~100B 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
#23 Qwen3.8 Max (0902)
low- Cost
- $0.014
- Time
- 41.2s
- Tokens
- 2,421 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 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 4.72s | 984 | 212 | 1,854 |
| 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 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 37.42s | 8,127 | 485 | 17,404 |
| 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 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 113.88s | 74,767 | 4,562 | 29,335 |
| 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 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 9.94s | 7,938 | 261 | 2,254 |
| 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 | |
| Qwen3.8 Max (0902) | 5.3 | 7.2 | 44.4% | 1 | 34.93s | 1,014 | 45 | 13,881 |
| 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 | |
| Qwen3.8 Max (0902) | 6.1 | 3.1 | 66.7% | 1 | 8.91s | 594 | 120 | 820 |
| 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 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 4.32s | 855 | 90 | 866 |
| 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 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 4.49s | 930 | 275 | 1,248 |
| 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 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 4.73s | 8,463 | 249 | 126 |
| 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 | |
| Qwen3.8 Max (0902) | 3.0 | 10.0 | 0.0% | 0 | 13.28s | 282 | 23 | 1,755 |
Quick Compare
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