- Rank
- #90
- Total Output Tokens
- 371,547
- Response Time (avg)
- 28.04s
- Total Cost
- $0.153
DeepSeek V4.1 Flash (low) vs GPT-5.4 Nano (medium)
DeepSeek V4.1 Flash (low) leads on average score with 8.0 vs 8.0. DeepSeek V4.1 Flash (low) has the lower benchmark cost at $0.153 vs $0.187. GPT-5.4 Nano (medium) is faster at 15.95s vs 28.04s, with pass rates of 73.9% vs 66.7%.
Compared models
- Rank
- #93
- Total Output Tokens
- 110,910
- Response Time (avg)
- 15.95s
- Total Cost
- $0.187
Recommended model
GPT-5.4 Nano (medium)
Its score stays close to the best score here (8.0 vs 8.0), while responding about 1.8x faster than DeepSeek V4.1 Flash (low).
Detailed comparison
| Metric | DeepSeek V4.1 Flash DeepSeek V4.1 Flash low | GPT-5.4 Nano GPT-5.4 Nano medium |
|---|---|---|
| Score | 8.0 | 8.0 |
| Rank | #90 | #93 |
| Reliability | 9.6 | 10.0 |
| Consistency | 8.7 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 73.9% | 66.7% |
| Flaky tests | 4 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 1.576 | 1.432 |
| Total Cost | $0.153 | $0.187 |
| Input Price | $0.020 / 1M | $0.200 / 1M |
| Output Price | $0.396 / 1M | $1.250 / 1M |
| Total Input Tokens | 266,849 | 237,088 |
| Output Tokens | 8,284 | 8,235 |
| Reasoning Tokens | 363,263 | 102,675 |
| Response Time (avg) | 28.04s | 15.95s |
| Response Time (max) | 149.84s | 94.06s |
| Response Time (total) | 645.03s | 366.93s |
| Parameters | 748B total (16B active) | ~120B total (~5B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#90 DeepSeek V4.1 Flash
low- Cost
- $0.017
- Time
- 43.6s
- Tokens
- 14,069 tok
#93 GPT-5.4 Nano
medium- Cost
- $0.007
- Time
- 24.6s
- Tokens
- 4,943 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 V4.1 Flash | 6.1 | 3.1 | 66.7% | 1 | 56.02s | 167,134 | 1,903 | 21,681 | |
| GPT-5.4 Nano | 10.0 | 10.0 | 100.0% | 0 | 73.96s | 154,260 | 1,135 | 9,894 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 8.3 | 10.0 | 75.0% | 0 | 3.32s | 852 | 171 | 4,328 | |
| GPT-5.4 Nano | 8.3 | 10.0 | 75.0% | 0 | 4.52s | 606 | 683 | 2,254 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 40.66s | 7,509 | 378 | 81,978 | |
| GPT-5.4 Nano | 6.1 | 4.7 | 66.7% | 2 | 19.12s | 7,305 | 516 | 20,778 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 24.73s | 77,368 | 4,906 | 24,016 | |
| GPT-5.4 Nano | 9.9 | 10.0 | 100.0% | 0 | 32.24s | 59,730 | 4,435 | 19,221 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 6.5 | 10.0 | 50.0% | 0 | 3.80s | 2,397 | 120 | 1,149 | |
| GPT-5.4 Nano | 10.0 | 10.0 | 100.0% | 0 | 2.54s | 7,140 | 234 | 516 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 3.5 | 4.4 | 33.3% | 2 | 95.58s | 909 | 27 | 184,701 | |
| GPT-5.4 Nano | 5.9 | 7.2 | 55.6% | 1 | 38.72s | 628 | 60 | 46,084 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.34s | 549 | 117 | 1,319 | |
| GPT-5.4 Nano | 4.5 | 10.0 | 0.0% | 0 | 4.15s | 477 | 179 | 443 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 8.38s | 783 | 63 | 1,546 | |
| GPT-5.4 Nano | 9.8 | 10.0 | 100.0% | 0 | 1.88s | 660 | 95 | 521 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 8.2 | 7.7 | 77.8% | 1 | 9.39s | 828 | 273 | 14,502 | |
| GPT-5.4 Nano | 4.1 | 7.2 | 22.2% | 1 | 3.79s | 642 | 594 | 1,408 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 13.83s | 8,259 | 313 | 284 | |
| GPT-5.4 Nano | 10.0 | 10.0 | 100.0% | 0 | 7.71s | 5,445 | 234 | 382 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 46.86s | 261 | 13 | 27,759 | |
| GPT-5.4 Nano | 3.0 | 10.0 | 0.0% | 0 | 4.81s | 195 | 70 | 1,174 |
Quick Compare
Switch Comparison Pair
Claude Opus 4.7mediumvsDeepSeek V4.1 FlashlowDeepSeek V4.1 FlashlowvsGPT-5.6 LunahighDeepSeek V4.1 FlashlowvsNemotron 3 UltramediumFree AvailableGPT-5.4 NanomediumvsGLM 5.3 FlashXmaxClaude Fable 5.1highvsGPT-5.4 NanomediumDeepSeek V4.1 FlashlowvsGemini 3.8 FlashmediumGPT-5.4 NanomediumvsQwen3.7 MaxnoneDeepSeek V4 Flash 0423highvsGPT-5.4 NanomediumDeepSeek V4.1 FlashlowvsQwen3.5-27BmediumGPT-5.4 NanomediumvsQwen3.8 2.4T A95BhighDeepSeek V4.1 FlashlowvsGLM 5.3 FlashXmaxClaude Fable 5.1highvsDeepSeek V4.1 Flashlow