- Rank
- #87
- Total Output Tokens
- 120,427
- Response Time (avg)
- 28.08s
- Total Cost
- $2.126
Claude Sonnet 4.6 (medium) vs Qwen3.7 Flash (high)
Claude Sonnet 4.6 (medium) leads on average score with 7.8 vs 7.8. Qwen3.7 Flash (high) has the lower benchmark cost at $0.052 vs $2.126. Claude Sonnet 4.6 (medium) is faster at 28.08s vs 41.37s, with pass rates of 65.2% vs 71.2%.
Compared models
- Rank
- #91
- Total Output Tokens
- 370,250
- Response Time (avg)
- 41.37s
- Total Cost
- $0.052
Recommended model
Qwen3.7 Flash (high)
Its score stays close to the best score here (7.8 vs 7.8), while costing about 41.2x less than Claude Sonnet 4.6 (medium).
Detailed comparison
| Metric | Claude Sonnet 4.6 Claude Sonnet 4.6 medium | Qwen3.7 Flash Qwen3.7 Flash high |
|---|---|---|
| Score | 7.8 | 7.8 |
| Rank | #87 | #91 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.5 | 7.8 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 65.2% | 71.2% |
| Flaky tests | 1 | 6 |
| Total Runs | 66 | 66 |
| Cost per result | 15.182 | 0.398 |
| Total Cost | $2.126 | $0.052 |
| Input Price | $3.000 / 1M | $0.030 / 1M |
| Output Price | $15.000 / 1M | $0.130 / 1M |
| Total Input Tokens | 106,316 | 116,331 |
| Output Tokens | 79,338 | 12,330 |
| Reasoning Tokens | 41,089 | 357,920 |
| Response Time (avg) | 28.08s | 41.37s |
| Response Time (max) | 140.96s | 431.47s |
| Response Time (total) | 421.15s | 910.11s |
| Parameters | ~1T total (~100B active) | ~35B total (~3B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#87 Claude Sonnet 4.6
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#91 Qwen3.7 Flash
high
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | 6.5 | 10.0 | 50.0% | 0 | 2.98s | 789 | 1,046 | 1,093 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 10.21s | 672 | 713 | 13,968 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | 5.7 | 6.6 | 44.4% | 1 | 33.29s | 6,995 | 16,089 | 3,686 | |
| Qwen3.7 Flash | 8.2 | 9.7 | 66.7% | 0 | 58.84s | 7,893 | 503 | 62,350 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | 10.0 | 10.0 | 100.0% | 0 | 93.65s | 75,531 | 31,916 | 9,109 | |
| Qwen3.7 Flash | 6.9 | 5.9 | 66.7% | 1 | 231.97s | 88,896 | 9,866 | 203,866 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | 10.0 | 10.0 | 100.0% | 0 | 13.90s | 8,676 | 649 | 742 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 20.10s | 7,782 | 270 | 10,800 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | 3.0 | 10.0 | 0.0% | 0 | 58.37s | 495 | 24,380 | 22,891 | |
| Qwen3.7 Flash | 2.9 | 4.4 | 22.2% | 2 | 34.43s | 780 | 59 | 35,675 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | 10.0 | 10.0 | 100.0% | 0 | 4.94s | 564 | 256 | 433 | |
| Qwen3.7 Flash | 5.1 | 3.4 | 33.3% | 1 | 10.73s | 516 | 120 | 3,898 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | 10.0 | 10.0 | 100.0% | 0 | 2.61s | 792 | 318 | 552 | |
| Qwen3.7 Flash | 9.8 | 10.0 | 100.0% | 0 | 9.41s | 699 | 97 | 7,838 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | 10.0 | 10.0 | 100.0% | 0 | 5.31s | 816 | 592 | 646 | |
| Qwen3.7 Flash | 7.1 | 5.1 | 77.8% | 2 | 10.79s | 696 | 369 | 10,474 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | 10.0 | 10.0 | 100.0% | 0 | 7.48s | 11,454 | 655 | 351 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 5.72s | 8,193 | 309 | 1,436 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | 3.0 | 10.0 | 0.0% | 0 | 30.09s | 204 | 3,437 | 1,586 | |
| Qwen3.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 17.70s | 204 | 24 | 7,615 |
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