Agentic AI in Logistics: From Data Infrastructure to Operational Intelligence

Agentic AI is rapidly becoming a competitive differentiator in logistics. The size of the supply chain management software utilizing agentic AI capabilities is expected to grow over a 5-year horizon by more than 2500% to a total of $53 billion. Yet the gap between expectation and operational reality remains wide. This paper argues that a determining factor in whether an AI deployment succeeds or fails is not AI itself, but the underlying data: its availability, quality, and the processes and standards governing it. AI does not replace the need to access high-quality data, shared standards, and appropriate governance principles. It makes all three more urgent. Organizations that invest in these foundations now will be best positioned to capture the competitive advantages from agentic AI.