- Rank
- #88
- Total Output Tokens
- 102,691
- Response Time (avg)
- 22.71s
- Total Cost
- $1.585
Gemini 3.1 Pro Preview (medium) vs Qwen3.8 Max (0902) (low)
Qwen3.8 Max (0902) (low) leads on average score with 8.6 vs 8.4. Qwen3.8 Max (0902) (low) has the lower benchmark cost at $1.131 vs $1.585. Gemini 3.1 Pro Preview (medium) is faster at 22.71s vs 29.07s, with pass rates of 89.9% vs 85.5%.
Compared models
- Rank
- #78
- Total Output Tokens
- 88,923
- Response Time (avg)
- 29.07s
- Total Cost
- $1.131
Recommended model
Qwen3.8 Max (0902) (low)
It has the strongest score in this comparison (8.6) and the best overall balance of cost and response time across 2 models.
Detailed comparison
| Metric | Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium | Qwen3.8 Max (0902) Qwen3.8 Max (0902) low |
|---|---|---|
| Score | 8.4 | 8.6 |
| Rank | #88 | #78 |
| Reliability | 9.8 | 10.0 |
| Consistency | 9.6 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 89.9% | 85.5% |
| Flaky tests | 1 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 7.924 | 6.283 |
| Total Cost | $1.585 | $1.131 |
| Input Price | $2.000 / 1M | $2.000 / 1M |
| Output Price | $12.000 / 1M | $6.000 / 1M |
| Cache Read Price | $0.200 / 1M | $0.250 / 1M |
| Cache Write Price | $0.375 / 1M | $2.500 / 1M |
| Total Input Tokens | 176,208 | 298,682 |
| Output Tokens | 6,093 | 8,374 |
| Reasoning Tokens | 96,598 | 80,549 |
| Response Time (avg) | 22.71s | 29.07s |
| Response Time (max) | 88.68s | 207.79s |
| Response Time (total) | 386.11s | 668.66s |
| Parameters | ~1.2T total (~20B active) | 2.4T total (~100B 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.
#88 Gemini 3.1 Pro Preview
medium- Cost
- $0.115
- Time
- 87.2s
- Tokens
- 9,629 tok
#78 Qwen3.8 Max (0902)
low- Cost
- $0.014
- Time
- 41.2s
- Tokens
- 2,421 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 | |
| Qwen3.8 Max (0902) | 6.1 | 3.1 | 66.7% | 1 | 136.04s | 194,728 | 2,052 | 11,006 |
| 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 |
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