Envoy AI launches Ellie Workforce for autonomous freight execution

The affected decision is whether a freight action can move from recommendation to execution without breaking commercial, service or compliance constraints. Value requires clear authority boundaries, lane context, carrier-performance evidence and escalation rules. The failure mode is autonomous freight execution that optimises speed while creating unapproved commitments or weak exception recovery.