- Rank
- #93
- Total Output Tokens
- 110,910
- Response Time (avg)
- 15.95s
- Total Cost
- $0.187
GPT-5.4 Nano (medium) vs Qwen3.8 2.4T A95B (high)
GPT-5.4 Nano (medium) leads on average score with 8.0 vs 7.9. GPT-5.4 Nano (medium) has the lower benchmark cost at $0.187 vs $2.805. GPT-5.4 Nano (medium) is faster at 15.95s vs 120.88s, with pass rates of 66.7% vs 75.4%.
Compared models
- Rank
- #102
- Total Output Tokens
- 468,439
- Response Time (avg)
- 120.88s
- Total Cost
- $2.805
Recommended model
GPT-5.4 Nano (medium)
It has the best score here (8.0), while costing about 15.1x less than Qwen3.8 2.4T A95B (high).
Detailed comparison
| Metric | GPT-5.4 Nano GPT-5.4 Nano medium | Qwen3.8 2.4T A95B Qwen3.8 2.4T A95B high |
|---|---|---|
| Score | 8.0 | 7.9 |
| Rank | #93 | #102 |
| Reliability | 10.0 | 9.6 |
| Consistency | 8.6 | 8.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 66.7% | 75.4% |
| Flaky tests | 4 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 1.432 | 18.696 |
| Total Cost | $0.187 | $2.805 |
| Input Price | $0.200 / 1M | $2.000 / 1M |
| Output Price | $1.250 / 1M | $6.000 / 1M |
| Total Input Tokens | 237,088 | 295,642 |
| Output Tokens | 8,235 | 115,041 |
| Reasoning Tokens | 102,675 | 353,398 |
| Response Time (avg) | 15.95s | 120.88s |
| Response Time (max) | 94.06s | 532.28s |
| Response Time (total) | 366.93s | 2780.16s |
| Parameters | ~120B total (~5B active) | 2.4T total (95B active) |
| Availability | Closed | Weights available |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#93 GPT-5.4 Nano
medium- Cost
- $0.007
- Time
- 24.6s
- Tokens
- 4,943 tok
#102 Qwen3.8 2.4T A95B
high
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.4 Nano | 10.0 | 10.0 | 100.0% | 0 | 73.96s | 154,260 | 1,135 | 9,894 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 127.11s | 186,711 | 2,240 | 10,171 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.4 Nano | 8.3 | 10.0 | 75.0% | 0 | 4.52s | 606 | 683 | 2,254 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 24.22s | 1,128 | 305 | 4,864 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.4 Nano | 6.1 | 4.7 | 66.7% | 2 | 19.12s | 7,305 | 516 | 20,778 | |
| Qwen3.8 2.4T A95B | 5.9 | 6.3 | 55.6% | 1 | 160.52s | 6,399 | 3,310 | 48,078 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.4 Nano | 9.9 | 10.0 | 100.0% | 0 | 32.24s | 59,730 | 4,435 | 19,221 | |
| Qwen3.8 2.4T A95B | 6.9 | 5.9 | 66.7% | 1 | 266.12s | 81,205 | 7,791 | 41,921 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.4 Nano | 10.0 | 10.0 | 100.0% | 0 | 2.54s | 7,140 | 234 | 516 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 13.67s | 7,928 | 550 | 2,307 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.4 Nano | 5.9 | 7.2 | 55.6% | 1 | 38.72s | 628 | 60 | 46,084 | |
| Qwen3.8 2.4T A95B | 4.1 | 6.5 | 22.2% | 1 | 301.08s | 964 | 11,279 | 139,028 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.4 Nano | 4.5 | 10.0 | 0.0% | 0 | 4.15s | 477 | 179 | 443 | |
| Qwen3.8 2.4T A95B | 6.1 | 3.1 | 66.7% | 1 | 11.38s | 630 | 2,020 | 2,165 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.4 Nano | 9.8 | 10.0 | 100.0% | 0 | 1.88s | 660 | 95 | 521 | |
| Qwen3.8 2.4T A95B | 9.8 | 10.0 | 100.0% | 0 | 11.45s | 927 | 245 | 1,727 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.4 Nano | 4.1 | 7.2 | 22.2% | 1 | 3.79s | 642 | 594 | 1,408 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 65.54s | 989 | 698 | 15,073 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.4 Nano | 10.0 | 10.0 | 100.0% | 0 | 7.71s | 5,445 | 234 | 382 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 32.93s | 8,481 | 302 | 656 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.4 Nano | 3.0 | 10.0 | 0.0% | 0 | 4.81s | 195 | 70 | 1,174 | |
| Qwen3.8 2.4T A95B | 3.0 | 10.0 | 0.0% | 0 | 347.95s | 280 | 86,301 | 87,408 |
Quick Compare
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