When I first encountered the promise of artificial intelligence in trade promotion planning, I was skeptical. After fifteen years managing category strategies and trade spend for a major CPG portfolio, I'd seen plenty of technology platforms over-promise and under-deliver. Yet the persistent challenge remained: our trade promotion budgets consumed 20-25% of gross revenue, and we could confidently attribute positive ROI to less than half of our promotional investments. The margin pressure from private labels, coupled with retailers demanding more sophisticated activation strategies, meant we couldn't continue managing promotions with spreadsheets and gut instinct. What followed was a three-year journey implementing AI-powered promotion optimization that fundamentally changed how our organization approaches trade spending—and taught me lessons I wish I'd known from day one. The turning point came during a particularly brutal quarterly review when our VP of Sales demanded to k...