Fireworks: Ember-1 vs Google: Gemini 3.1 Pro Preview
Head-to-head API cost, context, and performance comparison. Synced at 2:06:47 PM.
Executive Summary
When evaluating Fireworks: Ember-1 against Google: Gemini 3.1 Pro Preview, the pricing structure is a key differentiator. Google: Gemini 3.1 Pro Preview is approximately 22% more cost-effective per 1 million tokens overall.
However, when looking at raw reasoning capabilities, Fireworks: Ember-1 leads with a statistical ELO score of 1508. For tasks involving complex logic, coding, or instruction-following, developers might prefer Fireworks: Ember-1, provided their budget allows for the API burn rate.
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Raw Technical comparison
Verdict
If you are looking for pure performance and capability, Fireworks: Ember-1 is statistically superior. However, if API burn rate is the primary concern, Google: Gemini 3.1 Pro Preview wins out aggressively in pricing.
People Also Ask
Is Fireworks: Ember-1 cheaper than Google: Gemini 3.1 Pro Preview?
No. Google: Gemini 3.1 Pro Preview is the more cost-effective model, operating at a lower price point per 1 million tokens.
Which model has the larger context window?
Both models offer an identical context window of 1,048,576 tokens.