This Viewpoint discusses the potential role of neutralizing monoclonal antibodies (MAbs) as a treatment for coronavirus disease 2019 (COVID-19) and as a means of prevention in high-risk populations, and it also raises possible limitations of the approach that need to be disproven or addressed for the strategy to be effective.