Conventional fleet management optimizes assignments and traffic inside a defined robot domain. Warehouse outcomes, however, depend on WMS priorities, inventory state, people, stations and changing business constraints.
Semantic orchestration begins when the system can interpret an operational objective, bind it to a live model of resources and constraints, and revise execution while work is in motion.
This is not a replacement for fleet management. It is an additional decision layer above it: fleet control remains responsible for safe machine execution; semantic control coordinates the operation’s intent.
Evidence of constrained planning, explainability, counterfactual simulation and safe recovery—not merely an LLM connected to fleet APIs.
Separate the layers in the architecture. Require explicit authority boundaries between business decisions, orchestration and safety-critical robot control.
Beyond VDA 5050 → The deterministic interoperability layers that must exist before semantic orchestration can be trusted.