The rise of AI detectors in education has sparked concerns about their reliability, particularly in K-12 settings. Misjudgments by these tools can falsely label students as cheaters, creating a crisis of trust. This article explores AI detector reliability, its impact on academic integrity, and practical strategies for balancing technology and trust.