The pivot to AI productivity measurement benefits the cheapest solutions. Open-source models from China deliver 80% of frontier model performance at 20% of the cost. As enterprises sober up and seek proven ROI, the beneficiaries may not be the US hyperscalers — they may be the low-cost alternatives.