Among 3596 HIV-positive participants enrolled in the Botswana Combination Prevention Project who self-reported no prior antiretroviral (ARV) therapy use and were tested for viral load (n = 951; 27% of all participants), 136 (14%) had HIV-1 RNA less than 400 copies/ml. ARV drugs were detected in 52 (39%) of 134 participants tested. Adjusting for undisclosed ARV use increased the overall estimate of virally suppressed individuals on ARV therapy by 1.4% from 70.2 to 71.6%.