Enterprise AI's ROI reckoning: budget discipline, open-weight models, and industrial acquisitions are reshaping how operators deploy

Your AI budget is about to face the same questions as headcount. This MarketScale article, "Enterprise AI's ROI reckoning," examines three forces changing how operators deploy AI: tighter budget governance, open-weight models that shift inference economics, and industrial acquisitions that alter vendor roadmaps. It also shows why deployment architecture now matters more than benchmark scores. Read the article to see where your next AI decision deserves a closer look.

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