Hardware accounts for only 40-50% of industrial robot deployment cost. The rest is expensive, scarce engineering services by traditional systems integrators — discovery, custom development, and complex on-site integration.

Robot foundation models now compress the development phase by turning teleoperation data into reusable policies. Yet physical integration, safety compliance, workflow embedding, operator training, and maintenance remain largely unchanged.