Systems, methods, and non-transitory computer-readable media can, for a first content item comprising a plurality of scan versions, calculate render scores for at least some of the plurality of scan versions, each render score being indicative of a likelihood of an associated scan version to render successfully on a first client computing device. A first scan version of the plurality of scan versions is selected based on the render scores. The first scan version of the first content item is transmitted to the first client computing device.