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Artificial intelligence is evolving from experimental to operational, with significant infrastructure costs tied to its deployment. Enterprises must reconsider their architectural strategies as AI-driven systems generate escalating infrastructure activity. Cost management is increasingly integrated into governance, emphasizing the need for organizations to treat expenses as design decisions to ensure cost-effective and efficient AI operations.