Building a robotics operations team requires a shift from traditional gig-based models to structured, W-2 employment, as Physical AI work is operational, time-bound, and requires significant safety and compliance accountability

Success relies on real-world execution, SOP adherence, and safety rather than simple throughput. Speed-focused incentives can increase operational risk.
Operators must understand specific environment constraints (e.g., healthcare, manufacturing, or public spaces) and mechanical/electrical basics.
Key functions include robot operators, field support technicians, teleoperators, and QA/validation operators.