Gemini 3.1 Pro Preview vs Muse Ember (Max) Benchmark Comparison

Direct benchmark comparison between Gemini 3.1 Pro Preview and Muse Ember (Max) based on LMArena Elo and the latest 2026 API pricing.

Direct Technical & Pricing Comparison

Frontier Model	LMArena Elo	API Cost (1M)	Throughput
Gemini 3.1 Pro Preview	1487	$0.000002	109
Muse Ember (Max)	1608	$1e-7	173

*These models represent the Pareto Frontier (optimal cost-to-performance).*

Comparison Summary: Muse Ember (Max) is the more capable model in this pair, leading by 121 Elo points. However, neither model is currently Pareto-optimal. Developers looking for peak efficiency should investigate GPT-6.1 Terra (Max), which offers a superior benchmark-to-price ratio.