- Rank
- #71
- Total Output Tokens
- 102,691
- Response Time (avg)
- 22.71s
- Total Cost
- $1.585
Gemini 3.1 Pro Preview (medium) vs Qwen3.7 Max (medium)
Qwen3.7 Max (medium) leads on average score with 8.5 vs 8.4. Gemini 3.1 Pro Preview (medium) has the lower benchmark cost at $1.585 vs $1.689. Gemini 3.1 Pro Preview (medium) is faster at 22.71s vs 48.35s, with pass rates of 89.9% vs 85.5%.
Compared models
- Rank
- #67
- Total Output Tokens
- 259,032
- Response Time (avg)
- 48.35s
- Total Cost
- $1.689
Recommended model
Gemini 3.1 Pro Preview (medium)
Its score stays close to the best score here (8.4 vs 8.5), while responding about 2.1x faster than Qwen3.7 Max (medium).
Detailed comparison
| Metric | Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium | Qwen3.7 Max Qwen3.7 Max medium |
|---|---|---|
| Score | 8.4 | 8.5 |
| Rank | #71 | #67 |
| Reliability | 9.8 | 10.0 |
| Consistency | 9.6 | 8.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 89.9% | 85.5% |
| Flaky tests | 1 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 7.924 | 12.033 |
| Total Cost | $1.585 | $1.689 |
| Input Price | $2.000 / 1M | $1.475 / 1M |
| Output Price | $12.000 / 1M | $4.425 / 1M |
| Cache Read Price | $0.200 / 1M | $0.295 / 1M |
| Cache Write Price | $0.375 / 1M | $1.844 / 1M |
| Total Input Tokens | 176,208 | 367,848 |
| Output Tokens | 6,093 | 8,753 |
| Reasoning Tokens | 96,598 | 250,279 |
| Response Time (avg) | 22.71s | 48.35s |
| Response Time (max) | 88.68s | 556.06s |
| Response Time (total) | 386.11s | 1112.11s |
| Parameters | ~1.2T total (~20B active) | ~1T total (~40B 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
#67 Qwen3.7 Max
medium- Cost
- $0.017
- Time
- 68.8s
- Tokens
- 4,526 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 | |
| Qwen3.7 Max | 6.1 | 3.1 | 66.7% | 1 | 137.00s | 261,819 | 3,005 | 29,925 |
| 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 | |
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 6.36s | 672 | 222 | 8,742 |
| 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 | |
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 35.31s | 7,893 | 423 | 34,808 |
| 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 | |
| Qwen3.7 Max | 8.7 | 6.9 | 83.3% | 1 | 287.83s | 78,594 | 3,985 | 96,450 |
| 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 | |
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 8.80s | 7,782 | 270 | 6,254 |
| 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 | |
| Qwen3.7 Max | 4.1 | 4.4 | 44.5% | 2 | 52.45s | 780 | 61 | 41,143 |
| 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 | |
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 11.70s | 516 | 135 | 4,457 |
| 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 | |
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 7.46s | 699 | 102 | 5,452 |
| 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 | |
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 8.84s | 696 | 259 | 8,908 |
| 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 | |
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 6.63s | 8,193 | 267 | 1,220 |
| 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 | |
| Qwen3.7 Max | 3.0 | 10.0 | 0.0% | 0 | 33.37s | 204 | 24 | 12,920 |
Quick Compare
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