This paper examines the consequences of post-release management programs, arguing that these initiatives extend penal power beyond formal sentencing through mechanisms such as surveillance, discretionary policing, and information sharing. While prolific offender programs are framed as risk-management strategies rather than punishment, they operate in ways that mirror carceral control, restricting autonomy and increasing individuals’ susceptibility to criminalization. Drawing on qualitative interviews with crime analysts and police officers, I analyze how the prolific label structures police interactions, justifies heightened scrutiny and reinforces recidivist assumptions that shape sentencing and enforcement decisions. The findings challenge clear-cut distinctions between carceral and non-carceral interventions, highlighting how penal control functions fluidly across legal and administrative domains. By linking empirical findings to broader theoretical discussions of punishment, surveillance, and risk governance, this study contributes to ongoing debates on the expansion of state power in contemporary criminal justice.