- Rank
- #124
- Total Output Tokens
- 414,035
- Response Time (avg)
- 88.15s
- Total Cost
- $0.307
DeepSeek V4 Flash 0731 (low) vs GPT-5.6 Luna (medium)
The average score is effectively tied at 7.4 vs 7.4. GPT-5.6 Luna (medium) has the lower benchmark cost at $0.101 vs $0.307. GPT-5.6 Luna (medium) is faster at 9.64s vs 88.15s, with pass rates of 71.0% vs 62.3%.
Compared models
- Rank
- #122
- Total Output Tokens
- 47,986
- Response Time (avg)
- 9.64s
- Total Cost
- $0.101
Recommended model
GPT-5.6 Luna (medium)
It has the best score here (7.4), while costing about 3.1x less than DeepSeek V4 Flash 0731 (low).
Detailed comparison
| Metric | DeepSeek V4 Flash 0731 DeepSeek V4 Flash 0731 low | GPT-5.6 Luna GPT-5.6 Luna medium |
|---|---|---|
| Score | 7.4 | 7.4 |
| Rank | #124 | #122 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.0 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 62.3% |
| Flaky tests | 6 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 0.840 | 2.822 |
| Total Cost | $0.307 | $0.101 |
| Input Price | $0.010 / 1M | $0.200 / 1M |
| Output Price | $1.280 / 1M | $1.200 / 1M |
| Total Input Tokens | 231,356 | 212,780 |
| Output Tokens | 43,054 | 6,849 |
| Reasoning Tokens | 370,981 | 41,137 |
| Response Time (avg) | 88.15s | 9.64s |
| Response Time (max) | 438.65s | 58.09s |
| Response Time (total) | 2027.36s | 221.62s |
| Parameters | 284B total (13B active) | ~400B total (~17B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#124 DeepSeek V4 Flash 0731
low
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 78.1s
- Tokens
- 8,090 tok
#122 GPT-5.6 Luna
medium- Cost
- $0.014
- Time
- 14.6s
- Tokens
- 2,362 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 | 4.7 | 1.6 | 66.7% | 1 | 321.18s | 138,011 | 7,331 | 20,715 | |
| GPT-5.6 Luna | 7.4 | 3.8 | 66.7% | 1 | 58.09s | 123,095 | 1,148 | 2,313 |
| 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 | 10.08s | 540 | 1,833 | 6,605 | |
| GPT-5.6 Luna | 8.3 | 10.0 | 75.0% | 0 | 2.52s | 606 | 160 | 987 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 7.3 | 5.1 | 77.8% | 2 | 163.31s | 5,953 | 782 | 86,028 | |
| GPT-5.6 Luna | 5.4 | 7.2 | 44.4% | 1 | 10.38s | 7,302 | 564 | 9,928 |
| Combined | 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 | 54.25s | 68,913 | 8,230 | 22,729 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 14.59s | 66,477 | 3,926 | 4,594 |
| 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 | 4.35s | 7,290 | 305 | 995 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 1.95s | 7,140 | 234 | 324 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 3.0 | 10.0 | 0.0% | 0 | 255.51s | 657 | 20,100 | 171,883 | |
| GPT-5.6 Luna | 2.9 | 7.2 | 11.1% | 1 | 18.45s | 732 | 70 | 17,375 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 6.5 | 3.4 | 66.7% | 1 | 7.63s | 471 | 81 | 1,181 | |
| GPT-5.6 Luna | 5.1 | 10.0 | 0.0% | 0 | 4.34s | 477 | 112 | 496 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 9.9 | 10.0 | 100.0% | 0 | 3.01s | 627 | 94 | 644 | |
| GPT-5.6 Luna | 9.9 | 10.0 | 100.0% | 0 | 2.38s | 660 | 95 | 393 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.0 | 7.6 | 77.8% | 1 | 9.08s | 594 | 414 | 4,808 | |
| GPT-5.6 Luna | 7.8 | 10.0 | 66.7% | 0 | 4.04s | 642 | 255 | 2,104 |
| 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 | 4.44s | 8,178 | 367 | 186 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 6.02s | 5,454 | 256 | 244 |
| 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 | 246.86s | 122 | 3,517 | 55,207 | |
| GPT-5.6 Luna | 3.0 | 10.0 | 0.0% | 0 | 6.64s | 195 | 29 | 2,379 |
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