KP are often overlooked in research and surveillance efforts in countries with generalized epidemics. To our knowledge, this study is the first of its kind to attempt to calculate an unbiased prevalence of HIV among MSM and FSW in Swaziland, as well as explore the behavioral and structural risk factors that may contribute to HIV infection in these populations.