- Rank
- #114
- Total Output Tokens
- 331,107
- Response Time (avg)
- 41.03s
- Total Cost
- $0.053
Qwen3.7 Flash (low) vs Step 3.7 Flash (medium)
Step 3.7 Flash (medium) leads on average score with 7.8 vs 7.7. Qwen3.7 Flash (low) has the lower benchmark cost at $0.053 vs $0.571. Step 3.7 Flash (medium) is faster at 26.57s vs 41.03s, with pass rates of 68.1% vs 68.1%.
Compared models
- Rank
- #106
- Total Output Tokens
- 440,835
- Response Time (avg)
- 26.57s
- Total Cost
- $0.571
Recommended model
Qwen3.7 Flash (low)
Its score stays close to the best score here (7.7 vs 7.8), while costing about 10.9x less than Step 3.7 Flash (medium).
Detailed comparison
| Metric | Qwen3.7 Flash Qwen3.7 Flash low | Step 3.7 Flash Step 3.7 Flash medium |
|---|---|---|
| Score | 7.7 | 7.8 |
| Rank | #114 | #106 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.1 | 8.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 68.1% | 68.1% |
| Flaky tests | 6 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 0.439 | 4.392 |
| Total Cost | $0.053 | $0.571 |
| Input Price | $0.030 / 1M | $0.200 / 1M |
| Output Price | $0.130 / 1M | $1.150 / 1M |
| Total Input Tokens | 318,058 | 319,524 |
| Output Tokens | 16,035 | 440,835 |
| Reasoning Tokens | 315,072 | 0 |
| Response Time (avg) | 41.03s | 26.57s |
| Response Time (max) | 394.54s | 152.83s |
| Response Time (total) | 943.75s | 611.09s |
| Parameters | ~35B total (~3B active) | 198B total (11B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#114 Qwen3.7 Flash
low
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 tok
#106 Step 3.7 Flash
medium- Cost
- $0.006
- Time
- 46.2s
- Tokens
- 4,466 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 106.71s | 225,867 | 1,749 | 25,339 | |
| Step 3.7 Flash | 7.4 | 3.8 | 66.7% | 1 | 93.88s | 205,333 | 31,126 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 10.29s | 672 | 680 | 14,285 | |
| Step 3.7 Flash | 8.7 | 7.9 | 91.7% | 1 | 9.65s | 756 | 32,185 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 6.7 | 7.8 | 55.6% | 1 | 42.36s | 7,893 | 428 | 56,419 | |
| Step 3.7 Flash | 8.8 | 7.8 | 88.9% | 1 | 27.42s | 7,437 | 44,797 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 6.4 | 5.8 | 66.7% | 1 | 217.77s | 64,756 | 11,880 | 131,432 | |
| Step 3.7 Flash | 7.3 | 5.8 | 83.3% | 1 | 80.94s | 87,764 | 114,720 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 15.44s | 7,782 | 270 | 12,503 | |
| Step 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.75s | 7,398 | 3,020 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 3.6 | 7.2 | 22.2% | 1 | 37.60s | 780 | 60 | 38,897 | |
| Step 3.7 Flash | 5.3 | 10.0 | 33.3% | 0 | 27.26s | 837 | 52,484 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 4.0 | 9.3 | 0.0% | 0 | 14.37s | 516 | 128 | 5,423 | |
| Step 3.7 Flash | 4.0 | 10.0 | 0.0% | 0 | 6.85s | 525 | 3,987 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 8.5 | 6.8 | 83.3% | 1 | 9.88s | 699 | 99 | 8,147 | |
| Step 3.7 Flash | 9.8 | 10.0 | 100.0% | 0 | 1.83s | 735 | 2,166 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 7.3 | 5.2 | 77.8% | 2 | 9.79s | 696 | 382 | 10,763 | |
| Step 3.7 Flash | 5.7 | 9.9 | 33.3% | 0 | 6.19s | 756 | 15,071 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 7.66s | 8,193 | 335 | 2,172 | |
| Step 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.16s | 7,746 | 2,115 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 18.42s | 204 | 24 | 9,692 | |
| Step 3.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 113.98s | 237 | 139,164 | 0 |
Quick Compare
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