Logistics AI is splitting into shipper decision intelligence and provider execution infrastructure

project44’s creation of LSP44 shows a structural distinction emerging in logistics AI: enterprise shippers need decision intelligence, while logistics service providers need agent and API infrastructure that supports daily execution.

The affected operating model is where logistics decisions are made and executed. Value requires the intelligence layer and execution infrastructure to share event definitions, carrier context and exception history.

The principal failure mode is optimising shipper visibility separately from the provider systems that actually move freight.