In this explanatory analysis, we compared the yield from and cost of four Web-based survey respondent platforms for carrying out a cross-sectional study of a hard-to-reach population: pregnant smokers. The quantity, quality, and cost of completed surveys varied widely across platforms. Note that without optimized or standardized recruitment methods, we will have variation in yields by definition.