Developed and delivered a user feedback mechanism for generated user stories within the FEUP-MEIC-DS-2024-25/ai4sd repository, focusing on enhancing the relevance and quality of automated story generation. The work involved designing and implementing a like/dislike interface using React, HTML, and CSS, along with the underlying submission logic to capture and utilize user feedback. This feature established a data-driven loop, allowing future story outputs to be influenced by real user input. The implementation maintained repository stability, required no major bug fixes, and demonstrated clean version-control practices, aligning with business goals of improved user engagement and higher quality deliverables.