- Rank
- #248
- Total Output Tokens
- 180,806
- Response Time (avg)
- 98.92s
- Total Cost
- $2.792
Ember-1 (max) vs GPT-5.4
Ember-1 (max) leads on average score with 5.9 vs 5.8. GPT-5.4 has the lower benchmark cost at $0.397 vs $2.792. GPT-5.4 is faster at 2.08s vs 98.92s, with pass rates of 57.6% vs 34.9%.
Compared models
- Rank
- #254
- Total Output Tokens
- 8,339
- Response Time (avg)
- 2.08s
- Total Cost
- $0.397
Recommended model
GPT-5.4
Its score stays close to the best score here (5.8 vs 5.9), while costing about 7.0x less than Ember-1 (max).
Detailed comparison
| Metric | Ember-1 Ember-1 max | GPT-5.4 GPT-5.4 none |
|---|---|---|
| Score | 5.9 | 5.8 |
| Rank | #248 | #254 |
| Reliability | 7.5 | 10.0 |
| Consistency | 7.7 | 9.2 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 57.6% | 34.9% |
| Flaky tests | 6 | 2 |
| Total Runs | 66 | 66 |
| Cost per result | 27.915 | 5.667 |
| Total Cost | $2.792 | $0.397 |
| Input Price | $3.000 / 1M | $2.500 / 1M |
| Output Price | $15.000 / 1M | $15.000 / 1M |
| Total Input Tokens | 26,449 | 108,641 |
| Output Tokens | 4,183 | 8,339 |
| Reasoning Tokens | 176,623 | 0 |
| Response Time (avg) | 98.92s | 2.08s |
| Response Time (max) | 587.08s | 15.63s |
| Response Time (total) | 2176.20s | 45.75s |
| Parameters | ~2.8T total (~104B active) | ~1.5T total (~100B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#248 Ember-1
max- Cost
- $0.163
- Time
- 229.4s
- Tokens
- 11,002 tok
#254 GPT-5.4
none- Cost
- $0.026
- Time
- 18.1s
- Tokens
- 1,792 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
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