- Rank
- #71
- Total Output Tokens
- 102,691
- Response Time (avg)
- 22.71s
- Total Cost
- $1.585
Gemini 3.1 Pro Preview (medium) vs Qwen3.8 2.4T A95B (low)
The average score is effectively tied at 8.4 vs 8.4. Gemini 3.1 Pro Preview (medium) has the lower benchmark cost at $1.585 vs $3.172. Gemini 3.1 Pro Preview (medium) is faster at 22.71s vs 120.40s, with pass rates of 89.9% vs 73.9%.
Compared models
- Rank
- #68
- Total Output Tokens
- 512,034
- Response Time (avg)
- 120.40s
- Total Cost
- $3.172
Recommended model
Gemini 3.1 Pro Preview (medium)
It has the best score here (8.4), while costing about 2.0x less than Qwen3.8 2.4T A95B (low).
Detailed comparison
| Metric | Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium | Qwen3.8 2.4T A95B Qwen3.8 2.4T A95B low |
|---|---|---|
| Score | 8.4 | 8.4 |
| Rank | #71 | #68 |
| Reliability | 9.8 | 9.6 |
| Consistency | 9.6 | 9.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 89.9% | 73.9% |
| Flaky tests | 1 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 7.924 | 19.825 |
| Total Cost | $1.585 | $3.172 |
| Input Price | $2.000 / 1M | $2.000 / 1M |
| Output Price | $12.000 / 1M | $6.000 / 1M |
| Total Input Tokens | 176,208 | 313,881 |
| Output Tokens | 6,093 | 123,706 |
| Reasoning Tokens | 96,598 | 388,328 |
| Response Time (avg) | 22.71s | 120.40s |
| Response Time (max) | 88.68s | 534.21s |
| Response Time (total) | 386.11s | 2769.16s |
| Parameters | ~1.2T total (~20B active) | 2.4T total (95B active) |
| Availability | Closed | Weights available |
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
#68 Qwen3.8 2.4T A95B
low- Cost
- $0.100
- Time
- 193.2s
- Tokens
- 16,767 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 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 151.76s | 200,602 | 2,661 | 13,832 |
| 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 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 22.04s | 1,104 | 397 | 4,814 |
| 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 2.4T A95B | 7.8 | 9.3 | 66.7% | 0 | 172.53s | 6,716 | 21,405 | 57,399 |
| 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 2.4T A95B | 8.2 | 6.9 | 66.7% | 1 | 231.85s | 85,267 | 8,008 | 50,681 |
| 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 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 22.27s | 7,956 | 839 | 2,445 |
| 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 2.4T A95B | 3.2 | 9.3 | 0.0% | 0 | 287.65s | 1,008 | 16,133 | 156,114 |
| 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 2.4T A95B | 6.1 | 3.1 | 66.7% | 1 | 22.97s | 606 | 44 | 1,497 |
| 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 2.4T A95B | 9.8 | 10.0 | 100.0% | 0 | 19.54s | 903 | 263 | 1,480 |
| 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 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 43.37s | 1,026 | 1,154 | 25,563 |
| 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 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 25.88s | 8,481 | 302 | 975 |
| 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 2.4T A95B | 3.0 | 10.0 | 0.0% | 0 | 422.46s | 212 | 72,500 | 73,528 |
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