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Enterprise supply chains are entering a phase where traditional planning models no longer protect the business.
As forecasting and optimization become standard features across nearly every platform, MIT Sloan Management Review argues that AI’s edge is structurally temporary, since algorithms, hardware, and talent are all commoditizing.
Meanwhile, the World Economic Forum found that even after four years of unprecedented disruption, more than 40% of organizations still report limited or no visibility into Tier 1 supplier performance — evidence that automation has outpaced insight.
Design, not planning, is emerging as the real competitive battleground. MIT Sloan Management Review and Tata Consultancy Services concluded that competitive advantage now depends on how well organizations architect the decision environment itself, not on the decisions AI generates within it. Most enterprises remain unequipped for that shift.
