Operational AI starts with better processes
AI creates value when it improves how work gets done. Before automating, examine handoffs, duplicated effort and unnecessary approvals. Faster tasks alone do not guarantee better business outcomes.
Managers must decide how recovered capacity supports customers, quality or growth. In connected operations, IoT can supply useful signals, but dependable data and human oversight remain essential. Start with a defined workflow and measure results in practice.

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