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Ember-1 (Fireworks AI) vs GPT-5.4

Both have similar output pricing, while GPT-5.4 offers a larger context window. Choose Ember-1 (Fireworks AI) or GPT-5.4 based on the trade-off between cost, context, and the benchmarks that matter for your use case.

SpecEmber-1 (Fireworks AI)GPT-5.4
ProviderEden AIOpenAI
Input / 1M tokens$3.00$2.50
Output / 1M tokens$15.00$15.00
Context window1M1.1M
Parameters——
Open weightsNoNo
ReleasedSep 2026Mar 2026
LiveBench score—80.9
GPQA Diamond score—93.3
FrontierMath score—47.6
Epoch Capabilities Index score—157
LMArena (Chatbot Arena) Elo score—1469
LMArena WebDev Elo score—1464
LMArena Vision Elo score—1303

FAQ

Is Ember-1 (Fireworks AI) or GPT-5.4 cheaper?

Ember-1 (Fireworks AI) and GPT-5.4 have comparable output pricing.

Which has the larger context window, Ember-1 (Fireworks AI) or GPT-5.4?

GPT-5.4 has the larger context window (1.1M tokens).

Pricing is indicative — confirm with the provider before production use. Highlighted values indicate the better figure for that row.