- Rank
- #90
- Total Output Tokens
- 234,594
- Response Time (avg)
- 55.99s
- Total Cost
- $0.020
DeepSeek V4 Flash 0423 (high) vs GPT-5 Nano (medium)
DeepSeek V4 Flash 0423 (high) leads on average score with 8.1 vs 5.7. DeepSeek V4 Flash 0423 (high) has the lower benchmark cost at $0.020 vs $0.159. DeepSeek V4 Flash 0423 (high) is faster at 55.99s vs 56.55s, with pass rates of 71.0% vs 53.6%.
Compared models
- Rank
- #260
- Total Output Tokens
- 307,921
- Response Time (avg)
- 56.55s
- Total Cost
- $0.159
Recommended model
DeepSeek V4 Flash 0423 (high)
It has the best score here (8.1), while costing about 8.0x less than GPT-5 Nano (medium).
Detailed comparison
| Metric | DeepSeek V4 Flash 0423 DeepSeek V4 Flash 0423 high | GPT-5 Nano GPT-5 Nano medium |
|---|---|---|
| Score | 8.1 | 5.7 |
| Rank | #90 | #260 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.6 | 6.5 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 53.6% |
| Flaky tests | 4 | 10 |
| Total Runs | 69 | 69 |
| Cost per result | 0.547 | 1.737 |
| Total Cost | $0.020 | $0.159 |
| Input Price | $0.028 / 1M | $0.050 / 1M |
| Output Price | $0.056 / 1M | $0.400 / 1M |
| Cache Read Price | $0.006 / 1M | $0.005 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 298,794 | 314,436 |
| Output Tokens | 45,873 | 13,578 |
| Reasoning Tokens | 188,721 | 294,343 |
| Response Time (avg) | 55.99s | 56.55s |
| Response Time (max) | 218.13s | 227.89s |
| Response Time (total) | 1287.87s | 961.32s |
| Parameters | 284B total (13B active) | ~120B total (~5B 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.
#90 DeepSeek V4 Flash 0423
high- Cost
- $0.003
- Time
- 93.1s
- Tokens
- 7,926 tok
#260 GPT-5 Nano
medium- Cost
- $0.006
- Time
- 108.5s
- Tokens
- 13,209 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 0423 | 10.0 | 10.0 | 100.0% | 0 | 148.13s | 190,314 | 8,644 | 14,640 | |
| GPT-5 Nano | 4.7 | 3.1 | 33.3% | 1 | 94.09s | 219,492 | 1,541 | 23,943 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 8.3 | 10.0 | 75.0% | 0 | 28.51s | 540 | 140 | 7,770 | |
| GPT-5 Nano | 6.5 | 7.9 | 58.3% | 1 | 25.50s | 606 | 1,221 | 21,184 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 7.8 | 10.0 | 66.7% | 0 | 50.60s | 7,279 | 395 | 34,862 | |
| GPT-5 Nano | 7.0 | 7.7 | 55.6% | 1 | 41.62s | 7,305 | 740 | 41,152 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 6.4 | 5.8 | 66.7% | 1 | 104.10s | 82,663 | 4,633 | 37,533 | |
| GPT-5 Nano | 6.4 | 5.8 | 66.7% | 1 | 146.93s | 71,846 | 7,156 | 86,976 |
| 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 0423 | 10.0 | 10.0 | 100.0% | 0 | 28.03s | 7,290 | 201 | 1,179 | |
| GPT-5 Nano | 3.7 | 1.7 | 50.0% | 2 | 21.42s | 7,140 | 453 | 10,560 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 3.6 | 7.2 | 22.2% | 1 | 115.42s | 754 | 22,778 | 79,643 | |
| GPT-5 Nano | 3.4 | 1.6 | 44.4% | 3 | 124.13s | 628 | 232 | 73,792 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 6.1 | 3.1 | 66.7% | 1 | 25.15s | 471 | 79 | 632 | |
| GPT-5 Nano | 4.1 | 10.0 | 0.0% | 0 | 17.51s | 477 | 202 | 4,608 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 15.36s | 627 | 63 | 1,622 | |
| GPT-5 Nano | 9.8 | 10.0 | 100.0% | 0 | 15.64s | 660 | 312 | 4,736 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 8.2 | 7.2 | 88.9% | 1 | 26.11s | 594 | 196 | 1,767 | |
| GPT-5 Nano | 5.3 | 7.2 | 44.4% | 1 | 20.63s | 642 | 929 | 14,272 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 74.73s | 8,079 | 228 | 542 | |
| GPT-5 Nano | 10.0 | 10.0 | 100.0% | 0 | 33.30s | 5,445 | 558 | 6,976 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 3.0 | 10.0 | 0.0% | 0 | 54.46s | 183 | 8,516 | 8,531 | |
| GPT-5 Nano | 3.0 | 10.0 | 0.0% | 0 | 20.13s | 195 | 234 | 6,144 |
Quick Compare
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