Transformation Needs Top-Down Mandate and Bottom-Up Pain

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# Expert Insights Article - John Healy **Slug:** podcast-john-healy **Category:** Expert Insights **Primary keyword:** AI workforce transformation **Secondary keywords:** contingent workforce management, total talent, workforce strategy, AI agent governance **Title (SEO, 58 chars):** Why AI Workforce Transformation Starts With End Users **Meta description (156 chars):** AI workforce transformation fails when HR and procurement own it. John Healy rebuilt a 30,000-person company's talent flow by s