This paper examines how plagiarism review and AI-related review can be handled in academic theses through a clear and fair threshold model. The literature shows that text similarity is a useful screening tool, but it is not the same as plagiarism. Recent scholarship also shows that AI creates new questions about authorship, disclosure, and academic responsibility. Based on this scholarship, the paper applies the following working standard for thesis review: less than 10% = Ac