- Rank
- #110
- Total Output Tokens
- 577,214
- Response Time (avg)
- 94.16s
- Total Cost
- $0.462
DeepSeek V4 Flash 0731 (medium) vs Qwen3.8 2.4T A95B (high)
Qwen3.8 2.4T A95B (high) leads on average score with 7.9 vs 7.8. DeepSeek V4 Flash 0731 (medium) has the lower benchmark cost at $0.462 vs $2.805. DeepSeek V4 Flash 0731 (medium) is faster at 94.16s vs 120.88s, with pass rates of 72.5% vs 75.4%.
Compared models
- Rank
- #102
- Total Output Tokens
- 468,439
- Response Time (avg)
- 120.88s
- Total Cost
- $2.805
Recommended model
DeepSeek V4 Flash 0731 (medium)
Its score stays close to the best score here (7.8 vs 7.9), while costing about 6.1x less than Qwen3.8 2.4T A95B (high).
Detailed comparison
| Metric | DeepSeek V4 Flash 0731 DeepSeek V4 Flash 0731 medium | Qwen3.8 2.4T A95B Qwen3.8 2.4T A95B high |
|---|---|---|
| Score | 7.8 | 7.9 |
| Rank | #110 | #102 |
| Reliability | 10.0 | 9.6 |
| Consistency | 7.2 | 8.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 72.5% | 75.4% |
| Flaky tests | 8 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 1.176 | 18.696 |
| Total Cost | $0.462 | $2.805 |
| Input Price | $0.010 / 1M | $2.000 / 1M |
| Output Price | $1.280 / 1M | $6.000 / 1M |
| Total Input Tokens | 274,189 | 295,642 |
| Output Tokens | 66,689 | 115,041 |
| Reasoning Tokens | 510,525 | 353,398 |
| Response Time (avg) | 94.16s | 120.88s |
| Response Time (max) | 303.26s | 532.28s |
| Response Time (total) | 2165.72s | 2780.16s |
| Parameters | 284B total (13B active) | 2.4T total (95B active) |
| Availability | Closed | Weights available |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#110 DeepSeek V4 Flash 0731
medium- Cost
- $0.004
- Time
- 93.3s
- Tokens
- 13,252 tok
#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
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 | 303.26s | 184,370 | 8,291 | 18,068 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 127.11s | 186,711 | 2,240 | 10,171 |
| 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 | 8.2 | 7.9 | 83.3% | 1 | 17.95s | 698 | 2,101 | 6,715 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 24.22s | 1,128 | 305 | 4,864 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 6.4 | 4.4 | 77.8% | 2 | 198.78s | 6,032 | 4,109 | 160,154 | |
| Qwen3.8 2.4T A95B | 5.9 | 6.3 | 55.6% | 1 | 160.52s | 6,399 | 3,310 | 48,078 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 7.3 | 5.8 | 83.3% | 1 | 150.58s | 65,118 | 40,110 | 97,296 | |
| Qwen3.8 2.4T A95B | 6.9 | 5.9 | 66.7% | 1 | 266.12s | 81,205 | 7,791 | 41,921 |
| 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 | 5.21s | 7,290 | 287 | 1,519 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 13.67s | 7,928 | 550 | 2,307 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 2.9 | 7.2 | 11.1% | 1 | 203.11s | 592 | 9,333 | 154,069 | |
| Qwen3.8 2.4T A95B | 4.1 | 6.5 | 22.2% | 1 | 301.08s | 964 | 11,279 | 139,028 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 6.1 | 3.1 | 66.7% | 1 | 12.16s | 471 | 66 | 1,589 | |
| Qwen3.8 2.4T A95B | 6.1 | 3.1 | 66.7% | 1 | 11.38s | 630 | 2,020 | 2,165 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.5 | 6.8 | 83.3% | 1 | 2.42s | 706 | 109 | 580 | |
| Qwen3.8 2.4T A95B | 9.8 | 10.0 | 100.0% | 0 | 11.45s | 927 | 245 | 1,727 |
| 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 | 7.3 | 88.9% | 1 | 65.12s | 594 | 1,530 | 66,970 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 65.54s | 989 | 698 | 15,073 |
| 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 | 4.41s | 8,178 | 374 | 152 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 32.93s | 8,481 | 302 | 656 |
| 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 | 56.64s | 140 | 379 | 3,413 | |
| Qwen3.8 2.4T A95B | 3.0 | 10.0 | 0.0% | 0 | 347.95s | 280 | 86,301 | 87,408 |
Quick Compare
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