- Rank
- #144
- Total Output Tokens
- 409,818
- Response Time (avg)
- 45.48s
- Total Cost
- $0.063
Qwen3.7 Flash (high) vs Step 3.7 Flash (low)
The average score is effectively tied at 7.2 vs 7.2. Qwen3.7 Flash (high) has the lower benchmark cost at $0.063 vs $0.449. Step 3.7 Flash (low) is faster at 20.72s vs 45.48s, with pass rates of 71.0% vs 63.8%.
Compared models
- Rank
- #147
- Total Output Tokens
- 339,108
- Response Time (avg)
- 20.72s
- Total Cost
- $0.449
Recommended model
Qwen3.7 Flash (high)
It has the best score here (7.2), while costing about 7.2x less than Step 3.7 Flash (low).
Detailed comparison
| Metric | Qwen3.7 Flash Qwen3.7 Flash high | Step 3.7 Flash Step 3.7 Flash low |
|---|---|---|
| Score | 7.2 | 7.2 |
| Rank | #144 | #147 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.6 | 7.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 63.8% |
| Flaky tests | 7 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 0.478 | 4.078 |
| Total Cost | $0.063 | $0.449 |
| Input Price | $0.030 / 1M | $0.200 / 1M |
| Output Price | $0.130 / 1M | $1.150 / 1M |
| Total Input Tokens | 293,775 | 292,685 |
| Output Tokens | 13,527 | 339,108 |
| Reasoning Tokens | 396,291 | 0 |
| Response Time (avg) | 45.48s | 20.72s |
| Response Time (max) | 431.47s | 124.75s |
| Response Time (total) | 1045.97s | 476.67s |
| 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.
#144 Qwen3.7 Flash
high
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 tok
#147 Step 3.7 Flash
low
Invalid SVG
- Cost
- $0.004
- Time
- 25.3s
- Tokens
- 3,072 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 | 4.7 | 1.6 | 66.7% | 1 | 135.86s | 177,444 | 1,197 | 38,371 | |
| Step 3.7 Flash | 7.4 | 3.8 | 66.7% | 1 | 83.63s | 188,843 | 18,715 | 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 | 10.21s | 672 | 713 | 13,968 | |
| Step 3.7 Flash | 8.7 | 7.9 | 91.7% | 1 | 4.02s | 756 | 10,896 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 8.2 | 9.7 | 66.7% | 0 | 58.84s | 7,893 | 503 | 62,350 | |
| Step 3.7 Flash | 8.2 | 7.2 | 88.9% | 1 | 9.46s | 7,437 | 18,685 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 6.9 | 5.9 | 66.7% | 1 | 231.97s | 88,896 | 9,866 | 203,866 | |
| Step 3.7 Flash | 7.3 | 5.8 | 83.3% | 1 | 66.18s | 77,415 | 93,682 | 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 | 20.10s | 7,782 | 270 | 10,800 | |
| Step 3.7 Flash | 7.3 | 5.8 | 83.3% | 1 | 2.29s | 7,398 | 2,667 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 2.9 | 4.4 | 22.2% | 2 | 34.43s | 780 | 59 | 35,675 | |
| Step 3.7 Flash | 2.9 | 7.2 | 11.1% | 1 | 22.65s | 837 | 48,299 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 5.1 | 3.4 | 33.3% | 1 | 10.73s | 516 | 120 | 3,898 | |
| Step 3.7 Flash | 3.4 | 9.3 | 0.0% | 0 | 7.00s | 525 | 4,604 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 9.8 | 10.0 | 100.0% | 0 | 9.41s | 699 | 97 | 7,838 | |
| Step 3.7 Flash | 9.8 | 10.0 | 100.0% | 0 | 1.58s | 735 | 1,857 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Flash | 7.1 | 5.1 | 77.8% | 2 | 10.79s | 696 | 369 | 10,474 | |
| Step 3.7 Flash | 5.5 | 9.9 | 33.3% | 0 | 1.84s | 756 | 3,564 | 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 | 5.72s | 8,193 | 309 | 1,436 | |
| Step 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.25s | 7,746 | 1,360 | 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 | 17.70s | 204 | 24 | 7,615 | |
| Step 3.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 124.75s | 237 | 134,779 | 0 |
Quick Compare
Switch Comparison Pair
Step 3.7 FlashlowvsGLM 5mediumLongCat 2.0mediumvsStep 3.7 FlashlowQwen3.6 27BmediumvsStep 3.7 FlashlowClaude Opus 4.8lowvsQwen3.7 FlashhighLongCat 2.0mediumvsQwen3.7 FlashhighQwen3.7 FlashhighvsGLM 5mediumGemini 3.8 FlashlowvsQwen3.7 FlashhighClaude Opus 5nonevsStep 3.7 FlashlowQwen3.8 27BmediumFree AvailablevsStep 3.7 FlashlowClaude Opus 5nonevsQwen3.7 FlashhighQwen3.5 Plus 2026-02-15mediumvsStep 3.7 FlashlowQwen3.5-27BnonevsStep 3.7 Flashlow