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Why Is AI Inference Becoming the Next Enterprise Cost-Control Agenda?

AI inference is moving from an invisible technology expense to a managed economic input. AI economics is entering the executive agenda faster than most corporate budgeting models are adapting. Falling model prices are encouraging more usage, longer reasoning and increasingly autonomous workflows—causing total inference demand to expand even as intelligence becomes cheaper per unit. The decision window is narrowing as enterprises move agents and generative AI from pilots into core processes, locking in architecture, vendor and operating-model choices that can be expensive to reverse. Across…

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