- Rank
- #102
- Total Output Tokens
- 468,439
- Response Time (avg)
- 120.88s
- Total Cost
- $2.805
Qwen3.8 2.4T A95B (high) vs Step 3.7 Flash (medium)
Qwen3.8 2.4T A95B (high) leads on average score with 7.9 vs 7.8. Step 3.7 Flash (medium) has the lower benchmark cost at $0.571 vs $2.805. Step 3.7 Flash (medium) is faster at 26.57s vs 120.88s, with pass rates of 75.4% vs 68.1%.
Compared models
- Rank
- #106
- Total Output Tokens
- 440,835
- Response Time (avg)
- 26.57s
- Total Cost
- $0.571
Recommended model
Step 3.7 Flash (medium)
Its score stays close to the best score here (7.8 vs 7.9), while costing about 4.9x less than Qwen3.8 2.4T A95B (high).
Detailed comparison
| Metric | Qwen3.8 2.4T A95B Qwen3.8 2.4T A95B high | Step 3.7 Flash Step 3.7 Flash medium |
|---|---|---|
| Score | 7.9 | 7.8 |
| Rank | #102 | #106 |
| Reliability | 9.6 | 10.0 |
| Consistency | 8.4 | 8.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 75.4% | 68.1% |
| Flaky tests | 4 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 18.696 | 4.392 |
| Total Cost | $2.805 | $0.571 |
| Input Price | $2.000 / 1M | $0.200 / 1M |
| Output Price | $6.000 / 1M | $1.150 / 1M |
| Total Input Tokens | 295,642 | 319,524 |
| Output Tokens | 115,041 | 440,835 |
| Reasoning Tokens | 353,398 | 0 |
| Response Time (avg) | 120.88s | 26.57s |
| Response Time (max) | 532.28s | 152.83s |
| Response Time (total) | 2780.16s | 611.09s |
| Parameters | 2.4T total (95B active) | 198B total (11B active) |
| Availability | Weights available | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#102 Qwen3.8 2.4T A95B
high
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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 127.11s | 186,711 | 2,240 | 10,171 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 24.22s | 1,128 | 305 | 4,864 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.8 2.4T A95B | 5.9 | 6.3 | 55.6% | 1 | 160.52s | 6,399 | 3,310 | 48,078 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.8 2.4T A95B | 6.9 | 5.9 | 66.7% | 1 | 266.12s | 81,205 | 7,791 | 41,921 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 13.67s | 7,928 | 550 | 2,307 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.8 2.4T A95B | 4.1 | 6.5 | 22.2% | 1 | 301.08s | 964 | 11,279 | 139,028 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.8 2.4T A95B | 6.1 | 3.1 | 66.7% | 1 | 11.38s | 630 | 2,020 | 2,165 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.8 2.4T A95B | 9.8 | 10.0 | 100.0% | 0 | 11.45s | 927 | 245 | 1,727 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 65.54s | 989 | 698 | 15,073 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 32.93s | 8,481 | 302 | 656 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.8 2.4T A95B | 3.0 | 10.0 | 0.0% | 0 | 347.95s | 280 | 86,301 | 87,408 | |
| Step 3.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 113.98s | 237 | 139,164 | 0 |
Quick Compare
Switch Comparison Pair
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