- Rank
- #74
- Total Output Tokens
- 532,511
- Response Time (avg)
- 118.83s
- Total Cost
- $0.580
DeepSeek V4 Flash 0731 (high) vs Qwen3.7 Max (medium)
Qwen3.7 Max (medium) leads on average score with 8.5 vs 8.4. DeepSeek V4 Flash 0731 (high) has the lower benchmark cost at $0.580 vs $1.689. Qwen3.7 Max (medium) is faster at 48.35s vs 118.83s, with pass rates of 76.8% vs 85.5%.
Compared models
- Rank
- #67
- Total Output Tokens
- 259,032
- Response Time (avg)
- 48.35s
- Total Cost
- $1.689
Recommended model
DeepSeek V4 Flash 0731 (high)
Its score stays close to the best score here (8.4 vs 8.5), while costing about 2.9x less than Qwen3.7 Max (medium).
Detailed comparison
| Metric | DeepSeek V4 Flash 0731 DeepSeek V4 Flash 0731 high | Qwen3.7 Max Qwen3.7 Max medium |
|---|---|---|
| Score | 8.4 | 8.5 |
| Rank | #74 | #67 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.1 | 8.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 76.8% | 85.5% |
| Flaky tests | 5 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 1.069 | 12.033 |
| Total Cost | $0.580 | $1.689 |
| Input Price | $0.018 / 1M | $1.475 / 1M |
| Output Price | $1.280 / 1M | $4.425 / 1M |
| Cache Read Price | $0.018 / 1M | $0.295 / 1M |
| Cache Write Price | N/A | $1.844 / 1M |
| Total Input Tokens | 281,863 | 367,848 |
| Output Tokens | 24,535 | 8,753 |
| Reasoning Tokens | 507,976 | 250,279 |
| Response Time (avg) | 118.83s | 48.35s |
| Response Time (max) | 600.61s | 556.06s |
| Response Time (total) | 2733.01s | 1112.11s |
| Parameters | 284B total (13B 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.
#74 DeepSeek V4 Flash 0731
high
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 187.3s
- Tokens
- 19,048 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 204.36s | 185,161 | 7,569 | 11,635 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.7 | 7.9 | 91.7% | 1 | 13.62s | 1,488 | 542 | 10,576 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 6.3 | 6.3 | 55.6% | 1 | 252.67s | 7,044 | 2,160 | 191,210 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 87.10s | 67,283 | 11,903 | 41,397 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 3.65s | 7,764 | 336 | 1,259 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 3.5 | 4.4 | 33.3% | 2 | 458.65s | 700 | 104 | 215,629 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 5.64s | 708 | 72 | 533 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 9.8 | 10.0 | 100.0% | 0 | 4.46s | 1,101 | 119 | 939 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.2 | 7.7 | 77.8% | 1 | 9.36s | 1,305 | 397 | 6,801 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 5.42s | 8,889 | 357 | 451 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 3.0 | 10.0 | 0.0% | 0 | 110.63s | 420 | 976 | 27,546 | |
| Qwen3.7 Max | 3.0 | 10.0 | 0.0% | 0 | 33.37s | 204 | 24 | 12,920 |
Quick Compare
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