- Rank
- #129
- Total Output Tokens
- 46,004
- Response Time (avg)
- 14.05s
- Total Cost
- $0.311
DeepSeek V4 Pro 0423 vs GPT-5.6 Luna (medium)
GPT-5.6 Luna (medium) leads on average score with 7.4 vs 7.4. GPT-5.6 Luna (medium) has the lower benchmark cost at $0.101 vs $0.311. GPT-5.6 Luna (medium) is faster at 9.64s vs 14.05s, with pass rates of 49.3% 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 Pro 0423.
Detailed comparison
| Metric | DeepSeek V4 Pro 0423 DeepSeek V4 Pro 0423 none | GPT-5.6 Luna GPT-5.6 Luna medium |
|---|---|---|
| Score | 7.4 | 7.4 |
| Rank | #129 | #122 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.7 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 49.3% | 62.3% |
| Flaky tests | 4 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 2.341 | 2.822 |
| Total Cost | $0.311 | $0.101 |
| Input Price | $0.783 / 1M | $0.200 / 1M |
| Output Price | $1.566 / 1M | $1.200 / 1M |
| Total Input Tokens | 304,186 | 212,780 |
| Output Tokens | 46,004 | 6,849 |
| Reasoning Tokens | 0 | 41,137 |
| Response Time (avg) | 14.05s | 9.64s |
| Response Time (max) | 119.44s | 58.09s |
| Response Time (total) | 323.17s | 221.62s |
| Parameters | 1.6T total (49B active) | ~400B total (~17B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#129 DeepSeek V4 Pro 0423
none
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 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 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 65.50s | 156,108 | 10,457 | 0 | |
| 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 Pro 0423 | 3.2 | 6.1 | 16.7% | 2 | 4.02s | 540 | 1,168 | 0 | |
| 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 Pro 0423 | 5.6 | 10.0 | 33.3% | 0 | 13.38s | 7,275 | 5,500 | 0 | |
| 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 Pro 0423 | 7.9 | 6.9 | 66.7% | 1 | 71.59s | 122,040 | 26,362 | 0 | |
| 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 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 4.61s | 7,568 | 200 | 0 | |
| 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 Pro 0423 | 3.0 | 10.0 | 0.0% | 0 | 4.91s | 675 | 20 | 0 | |
| 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 Pro 0423 | 5.0 | 10.0 | 0.0% | 0 | 2.05s | 471 | 126 | 0 | |
| 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 Pro 0423 | 6.3 | 5.8 | 66.7% | 1 | 4.12s | 627 | 713 | 0 | |
| 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 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 3.61s | 594 | 442 | 0 | |
| 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 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 7.40s | 8,105 | 328 | 0 | |
| 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 Pro 0423 | 3.0 | 10.0 | 0.0% | 0 | 5.76s | 183 | 688 | 0 | |
| GPT-5.6 Luna | 3.0 | 10.0 | 0.0% | 0 | 6.64s | 195 | 29 | 2,379 |
Quick Compare
Switch Comparison Pair
DeepSeek V4 Pro 0423nonevsInklingmediumFree AvailableDeepSeek V4 Flash 0731lowvsGPT-5.6 LunamediumDeepSeek V4 Pro 0423nonevsInkling SmallhighFree AvailableGPT-5.6 LunamediumvsGLM 5.3 FlashXhighGPT-5.6 LunamediumvsGrok 4.7lowDeepSeek V4 Pro 0423nonevsGemma 4 26B A4BmediumFree AvailableDeepSeek V4 Pro 0423nonevsGrok 4.7lowDeepSeek V4 Pro 0423nonevsGLM 5.3 FlashXhighSeed-2.0-CodemediumvsDeepSeek V4 Pro 0423noneGPT-5.6 LunamediumvsInkling SmallhighFree AvailableDeepSeek V4 Pro 0423nonevsQwen3.6 FlashmediumSeed-2.0-CodehighvsGPT-5.6 Lunamedium