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Recent STEM reform promotes infusing computer science (CS), meaning teachers need understandings about real-world CS applications such as artificial intelligence, or “AI”. Yet, little is known about how preservice teachers (PSTs) perceive AI. This study employed survey methods and an interpretivist approach to explore elementary PSTs’ personal views and experiences with AI. Participants included PSTs enrolled in STEM pedagogy courses (n = 63) at a teaching college in New York. Findings revealed that PSTs held diverse views of AI and felt polarized about its usage. Most (60%) viewed AI as beneficial, while others (40%) focused on negative impacts and stigmas. Findings suggest the need for instructional resources that address AI misconceptions and allow PSTs’ to examine related beliefs and experiences.