The project investigates the potential of hand-drawn shapes in early prediction of neuro-psychological disorders. Drawing tests have been long used by practitioners and researchers for early detection of psychological and neurological impairments. These tests allow subjects to naturally express themselves as opposed to an interview or a written assessment. Computerized solutions were developed for screening of suspected cases using Bender Gestalt Test (BGT) as a case study. Bender Gestalt Test (BGT) is a well-known and established test designed to detect signs of perceptual distortions. The project was jointly funded by HEC Pakistan under the PERIDOT program and the French Ministry of For-em.