Academic Integrity Policies Need Specific Definitions
Many disputes happen because policies are vague. Institutions should clearly define what counts as AI-assisted editing, AI-generated submission, and acceptable disclosure.
Use AI Detector Signals as Evidence, Not Verdict
Detection results should never be the only basis for grading penalties. A better method is layered review: AI detector output, writing process evidence, oral validation, and rubric alignment.
Build a Repeatable Teacher Workflow
For schools, consistency matters more than strictness. A standard process helps: capture baseline writing, run selective ChatGPT detector checks, and document outcomes in a shared review template.
Communicate Expectations Early
Students are more likely to follow policy when expectations are explicit: what tools are allowed, how to cite AI assistance, and what triggers a manual review.