Data as of Jul 25, 2026 · Based on 2,718,867 AI responses across 9,511 prompts · See how Parse measures this
LiquidMetal AI provides a Yield Control Plane that continuously optimizes GPU utilization in AI factories, treating GPU clusters as financial instruments. The product identifies and closes yield gaps, such as a 15.9% gap representing $47.7B/year in unrealized revenue at 1GW scale, with features like thermal throttle offset and batch padding rescheduling.
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