The thesis fails if Serve scales robots faster than profitable work. The key risks are utilization proof, partner bargaining power, permissioned access, and
dilution: if order-flow owners keep the economics or city and hospital friction slows density, Serve can end up as a capital-heavy subcontractor instead of a compounding autonomy platform.