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This qualitative case study investigates six preservice teachers (PSTs) leveraging generative artificial intelligence (GenAI) tools in lesson planning and the knowledge domains that influence this process. Despite lesson planning being a critical yet time-consuming component of effective teaching practice, research on PSTs’ adoption of GenAI into planning processes remains limited. Our findings revealed three key dimensions of PSTs’ GenAI-assisted planning experiences. Findings reveal three dimensions: (1) prompting literacy as a foundational skill, ranging from basic prompts to strategic use informed by pedagogical knowledge; (2) two interaction patterns—AI-led, with passive adoption, and human-led, marked by intentionality and critical evaluation; and (3) tensions around content quality, instructional fit, and ethics, with minimal awareness of copyright issues.