Fireworks Ember-1 vs OpenAI GPT-5.4
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
- Both cost about the same at a typical 3:1 input/output mix.
- Both accept prompts up to 1M tokens.
- Ember-1 is the newer model (released 2026-09-24).
| Ember-1 | GPT-5.4 | |
|---|---|---|
| Vendor | Fireworks | OpenAI |
| Released | 2026-09-24 | 2026-03-05 |
| Input / 1M | $3.00 | $2.50 |
| Output / 1M | $15.00 | $15.00 |
| Cached input / 1M | $0.30 | $0.25 |
| Blended / 1M (3:1) | $6.00 | $5.63 |
| Context | 1M | 1M |
| Max output | 944K | 128K |
| Accepts | text, image | text, image, file |
| Reasoning | Yes | Yes |
| Providers on OpenRouter | 1 | 7 |
| Cheapest provider, output | $15.00 | $15.00 |
| Best provider uptime, 24 h | 100% | 100% |
| 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
$375 per month$12.50 per day
GPT-5.4 saves $30.00 a month on this workload.
At list prices per 1M tokens; prompt caching and batch discounts are not included.
Compare Ember-1 with