Drug treatment courts (DTCs) rely on structured supervision and treatment to curb substance use among justice-involved individuals. Using group-based trajectory modeling, this study identifies early-phase patterns of in-program substance use among 320 adult DTC participants, measured through positive drug tests across the first 90 days.