Better software starts with understanding the work.

Automation can create impressive local gains while quietly shifting administrative effort to another part of the network. This conversation examines what happens when shipper-side AI agents change the work arriving at freight forwarders, carriers, and frontline logistics teams. Operations and technology leaders will leave with a practical way to evaluate automation across the full process, begin with bounded experiments, and preserve visibility and control for the people absorbing the change.