The financial markets have undergone a massive transformation in recent years, primarily driven by the rapid evolution of artificial intelligence and machine learning. Among the platforms emerging in this competitive space is Capital Héritage, an algorithmic risk management and data analysis system designed to help both individual and professional investors navigate the often turbulent waters