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With the aid of artificial intelligence (AI), teacher education can significantly enhance the preparation of teachers. We explored 34 articles published on AI in teacher education (AI-TE) using a systematic scoping review method from 2019 to 2023. We found that studies focus on technological development or professional development. We further synthesize the findings under broader themes: (1) AI for TE improvement, (2) Preservice use of AI, and (3) factors affecting AI utilization. We draw implications for teacher educators and teacher education to improve training.