From the warehouse floor to AI-native supply chains
I spent years in the operational reality of supply chain — freight forwarding, 3PL, and last-mile — where late deliveries, blind spots, and disconnected teams cost real money every day. The industry is shifting from people running statistical models in Excel to people who audit AI, manage exceptions, and set strategy. So I built the tool I always wished I had: an autonomous layer that watches operations 24/7, catches risk before it escalates, and routes the right alert to the right team.