A Practical Framework for Deploying AI in Automotive Trade Promotions After spending years in embedded software development for vehicle systems, I recently led our OEM's initiative to overhaul dealer incentive planning using machine learning. The parallels between software update distribution for automotive systems and promotional campaign optimization surprised me—both require careful planning, phased rollouts, and robust feedback mechanisms. Here's what we learned implementing AI-driven promotion strategies across a multi-regional dealer network. The foundation of successful AI Trade Promotion Strategies lies in treating the implementation like any critical vehicle system integration project. You wouldn't deploy a new ADAS feature without rigorous testing and validation; the same discipline applies here. The difference? Instead of sensor fusion and ECU communication protocols, you're working with sales data, market signals, and promotional response patterns. The engineering rigor remains identical.…