A pilot study shows that non-invasive bioaerosol sampling and molecular diagnostics can detect respiratory viruses in aerosol samples in public places such as Singapore’s MRT trains. Findings support possibility of employing bioaerosol samplers in crowded areas of densely populated cities like Singapore facing heightened risk from global pandemics.