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AI agent workflows are shifting enterprise spending. Gartner predicts AI inference costs per agentic workflow will increase more than 5x through 2028 as systems shift from basic LLM prompts to continuous, autonomous loop reasoning. CIOs must prepare infrastructure budgets for this scaling challenge.