When a genie is freed from its bottle, things cannot be restored to the way they were before. At the beginning of the global COVID-19 pandemic, health care systems adjusted how they delivered care overnight. Primary care practices switched from seeing patients in person to virtual care applications, including video and phone visits, e-visits, e-consults, and messaging with clinicians. Prior to the pandemic, these applications were not as widely used, but discussions around their advantages and disadvantages in some settings were being explored. Emergency regulatory changes spurred by the pandemic freed this virtual care "genie" from its bottle. Wide-scale adoption of virtual care in family medicine has much potential, as primary care services are often a patient's first point of contact with the health care system. This study aims to analyze family medicine providers' experiences using virtual visits during the pandemic, perceived outcomes of the shift to virtual visits, and discusses its implications for the future of family medicine. This qualitative study took place at 3 academic primary care clinics between June and December 2020. Data were collected through one-on-one Zoom (version 5.2.1) interviews with family medicine clinical faculty who experienced the rapid transition of in-person visits to mostly "virtual" visits. The interviews were recorded, deidentified, and transcribed. We adopted a constructivist approach to qualitative content analysis to evaluate the results. In total, 25 participants were eligible, and 20 individuals participated in this study (80% participation rate). The mean age was 43.4 years, and 85% (17/20) of the participants were female. We identified 3 main themes: the care process, patient engagement, and team-based care. This study highlights the transition from in-person to virtual visits during the pandemic from the perspective of family medicine providers. Generally, family medicine providers' perceptions of the shift to virtual visits were positive, especially regarding team-based care. Challenges involved virtual inhibition, particularly for providers. Providers described ways they integrated virtual care with aspects of in-person care, creating a hybrid environment. The genie is out of the bottle-things will not be the same-but family medicine now has the opportunity to evolve.