The financial industry are exploring cutting-edge computational tools to achieve an edge in an increasingly intricate marketplace. Quantum applications provide unique chances to tackle long-standing optimisation issues that typical computers struggle to handle efficiently. The intersection of advanced mathematics and practical financial application