Academic theses are expected to show original thinking, careful research, and honest writing. As universities use more digital checking tools, two questions have become more important: how much text similarity is acceptable, and how should possible AI-generated writing be reviewed? This article explains a practical threshold model for thesis evaluation: less than 10% is acceptable, 10–15% needs evaluation, and above 15% is a fail under the stated institutional standard. The p