Sophia has extensive experience working with student writers and academic users navigating AI detection systems. She has analyzed common detection triggers in student submissions and developed content rewriting frameworks that prioritize clarity, coherence, and academic integrity.
Her writing emphasizes responsible AI usage, encouraging students to treat AI as a supportive tool rather than a substitute for original thinking. She regularly contributes educational content that explains detection risks in a clear and accessible manner.

