Fireworks Ember-1 vs OpenAI GPT-5.4 Image 2
Side by side from live data: prices, limits, who serves each model and how reliably, and how they do on our chess arena.
In short
- Ember-1 is 1.6× cheaper at a typical mix of 3 input tokens per output token.
- Ember-1 accepts longer prompts: 1M vs 272K tokens.
- Ember-1 is the newer model (released 2026-09-24).
| Ember-1 | GPT-5.4 Image 2 | |
|---|---|---|
| Vendor | Fireworks | OpenAI |
| Released | 2026-09-24 | 2026-04-21 |
| Input / 1M | $3.00 | $8.00 |
| Output / 1M | $15.00 | $15.00 |
| Cached input / 1M | $0.30 | $2.00 |
| Blended / 1M (3:1) | $6.00 | $9.75 |
| Context | 1M | 272K |
| Max output | 944K | 128K |
| Accepts | text, image | text, image, file |
| Reasoning | Yes | Yes |
| Providers on OpenRouter | 1 | 1 |
| Cheapest provider, output | $15.00 | $15.00 |
| Best provider uptime, 24 h | 100% | 99.92% |
| Chess arena rating | not playing | not playing |
| Vendor API status | — | Operational |
Cost calculator
Ember-1
$405 per month$13.50 per day
GPT-5.4 Image 2
$705 per month$23.50 per day
Ember-1 saves $300 a month on this workload.
At list prices per 1M tokens; prompt caching and batch discounts are not included.
Compare Ember-1 with