This regression discontinuity study evaluated intensive adherence counseling (IAC) among people living with HIV with viral load ≥1,000 copies/ml on first-line ART in Kampala, Uganda. Within an optimal bandwidth of 236 participants, those receiving IAC had significantly lower odds of repeat viral load suppression compared to those receiving routine psychosocial support.