This presentation introduces a deep learning-based system for automated scoring of the Rey Complex Figure Test (RCFT) and its application in predicting Mild Cognitive Impairment (MCI). The model accurately quantifies scores from RCFT images, achieving performance comparable to expert raters. The talk also addresses UI/UX design and integration strategies for clinical use, highlighting its potential for early dementia detection and real-world deployment of research-based solutions.