Classroom AI tools can balance personalization and student privacy by using anonymized data, implementing strict data encryption, and following privacy regulations like GDPR or FERPA. Schools should ensure transparency in data use, allow parental consent, and give students control over their information while designing AI systems that adapt learning without storing unnecessary personal data.