In their article, Qaseem and colleagues reported how the American College of Physicians responded to the urgent need for guidance during the COVID-19 pandemic by producing living, rapid practice points. The editorialists discuss the challenges of developing high-quality, up-to-date evidence-based recommendations and how rapid and living reviews and guidelines are important additions to the tools we have available to translate research evidence into improved health outcomes.