The effectiveness of telepsychiatry video for clinical care is well established, and clinician and psychiatry resident interest in it is growing—particularly in light of the COVID-19 impact. Still, few residency programs in the United States have core curricula, rotations/electives available, and competencies, and many faculty have no experience. A survey was sent via national organization listserves for residents, fellows, faculty, and program directors to complete. The survey queried demographics, clinical experience and interest, and views/concerns, using Likert-like and yes/no questions. Descriptive statistics and other analyses compared the groups to assess impact of clinical experience on interest and views/concerns. Respondents (N = 270) have limited clinical experience with telepsychiatry (46% none), with trainees having less than others, and yet, most were very interested or interested in it (68%). Trainees (N = 123) have concerns about being prepared for future practice. Clinical experience with video in the range of 6–20 h appears to dramatically increase interest and reduce concerns, though less time has a positive effect. Respondents have concerns about connectivity, medico-legal issues, and clinical effectiveness (e.g., diverse populations, psychosis, and emergencies) with telepsychiatry. More research is needed to assess current clinical and curricular experience, interest, and concerns. Additional curricular interventions during residency and fellowship training could build skills and confidence, if this is feasible, and the benefits outweigh the costs.