Vertical hierarchies of spatial scale—where society in general, and organizations in particular, are differentiated into levels of spatial size—have often been criticized by those encouraging alternatives to capitalist organizing. These vertical scalings are said to promote authoritarianism, a monolithic capitalist economic system, uneven concentrations of social and organizational power and wealth, and ecologically destructive organizational growth. Consequently, so the argument goes, alternative organizing must scale horizontally whereby smaller organizations autonomously associate together into loose networks or federations. The aim of this contribution is to problematize such critiques of vertical hierarchies of scaling for alternative organization. To do so, I combine Management and Organization Studies (MOS) scholarship on scaling alternative organization with two theorizations of the politics of scale in human geography—namely those derived from Neo-Marxist Political Economy and Actor-Network Theories. My argument is that all those looking to understand and encourage the scaling of alternatives to capitalist organizing should engage with and not simply reject vertical scalar hierarchies.