Efficiency chart: MiniMax M3.1 Flash undercuts the runner-up by more than half on Parallel Search
A chart shows MiniMax M3.1 Flash delivering high-quality answers at less than half the cost of the second-best model under Parallel Search (fast).
Efficiency is a measure of how cost-effectively a model achieves a good answer relative to all other models on the list. With Parallel Search (fast), MiniMax M3.1 Flash delivers high-quality answers at less than half the cost of the second-best model.

MiniMax M3.1 Flash is now #1 on our search capabilities leaderboard for efficiency. It delivers web research performance with Parallel Search similar to DeepSeek V4.1 Flash (1017) at ~3x lower cost.
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