AI roadmap for a 3PL
A third-party logistics provider needed to figure out where AI investment would actually move the P&L. We mapped 9 candidate workflows against operational impact and customer-contract reality, recommended starting with carrier-rate negotiation and exception management, and built the operating model to deploy without disrupting the existing TMS architecture.