AI in Operations: A Messy, Practical Playbook

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Implementing AI in operations works when I start with a painful, measurable workflow (like staff scheduling or demand forecasting), build trustworthy data pipelines, pilot fast, measure productivity gains, then scale with execution discipline, governance, and human-friendly change management.