- Rank
- #92
- Total Output Tokens
- 211,343
- Response Time (avg)
- 91.29s
- Total Cost
- $0.149
DeepSeek V4 Pro 0423 (high) vs GPT-5.6 Luna (high)
DeepSeek V4 Pro 0423 (high) leads on average score with 8.1 vs 8.0. GPT-5.6 Luna (high) has the lower benchmark cost at $0.118 vs $0.149. GPT-5.6 Luna (high) is faster at 18.39s vs 91.29s, with pass rates of 65.2% vs 71.0%.
Compared models
- Rank
- #96
- Total Output Tokens
- 139,395
- Response Time (avg)
- 18.39s
- Total Cost
- $0.118
Recommended model
GPT-5.6 Luna (high)
Its score stays close to the best score here (8.0 vs 8.1), while responding about 5.0x faster than DeepSeek V4 Pro 0423 (high).
Detailed comparison
| Metric | DeepSeek V4 Pro 0423 DeepSeek V4 Pro 0423 high | GPT-5.6 Luna GPT-5.6 Luna high |
|---|---|---|
| Score | 8.1 | 8.0 |
| Rank | #92 | #96 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.8 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 65.2% | 71.0% |
| Flaky tests | 6 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 3.717 | 5.882 |
| Total Cost | $0.149 | $0.118 |
| Input Price | $0.209 / 1M | $0.200 / 1M |
| Output Price | $0.418 / 1M | $1.200 / 1M |
| Cache Read Price | $0.018 / 1M | $0.020 / 1M |
| Cache Write Price | N/A | $0.250 / 1M |
| Total Input Tokens | 287,061 | 197,896 |
| Output Tokens | 32,056 | 6,211 |
| Reasoning Tokens | 196,607 | 133,184 |
| Response Time (avg) | 91.29s | 18.39s |
| Response Time (max) | 416.76s | 111.09s |
| Response Time (total) | 2099.56s | 422.93s |
| Parameters | 1.6T total (49B active) | ~400B total (~17B active) |
| Availability | Open source | 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.
#92 DeepSeek V4 Pro 0423
high- Cost
- $0.023
- Time
- 257.6s
- Tokens
- 14,870 tok
#96 GPT-5.6 Luna
high- Cost
- $0.033
- Time
- 34.2s
- Tokens
- 5,484 tok
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 | 64.54s | 196,304 | 9,128 | 10,091 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 60.15s | 116,969 | 1,123 | 2,957 |
| 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 | 5.7 | 5.9 | 58.3% | 2 | 25.70s | 536 | 149 | 3,214 | |
| GPT-5.6 Luna | 8.3 | 10.0 | 75.0% | 0 | 2.99s | 606 | 162 | 1,265 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 6.3 | 8.7 | 33.3% | 0 | 243.00s | 5,090 | 383 | 84,580 | |
| GPT-5.6 Luna | 5.5 | 4.7 | 55.6% | 2 | 15.63s | 7,302 | 510 | 17,746 |
| Combined | 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 | 78.99s | 66,082 | 4,582 | 25,404 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 19.05s | 57,719 | 3,366 | 8,005 |
| 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 | 25.03s | 7,690 | 274 | 2,166 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 2.18s | 7,140 | 234 | 470 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.6 | 7.2 | 22.2% | 1 | 249.47s | 578 | 16,870 | 58,188 | |
| GPT-5.6 Luna | 5.3 | 7.2 | 44.4% | 1 | 62.87s | 732 | 69 | 75,712 |
| General Intelligence | 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 | 8.83s | 471 | 115 | 1,013 | |
| GPT-5.6 Luna | 5.0 | 10.0 | 0.0% | 0 | 3.65s | 477 | 117 | 563 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 7.8 | 6.6 | 83.3% | 1 | 8.73s | 627 | 66 | 2,726 | |
| GPT-5.6 Luna | 9.9 | 10.0 | 100.0% | 0 | 1.79s | 660 | 97 | 481 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 6.9 | 4.9 | 77.8% | 2 | 56.85s | 591 | 178 | 2,563 | |
| GPT-5.6 Luna | 7.6 | 7.2 | 77.8% | 1 | 14.55s | 642 | 242 | 18,281 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 9.8 | 10.0 | 100.0% | 0 | 15.92s | 8,909 | 295 | 701 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 4.98s | 5,454 | 260 | 324 |
| 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 | 34.01s | 183 | 16 | 5,961 | |
| GPT-5.6 Luna | 3.0 | 10.0 | 0.0% | 0 | 17.00s | 195 | 31 | 7,380 |
Quick Compare
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