The financial industry are investigating cutting-edge computational technologies to secure an edge in an increasingly intricate marketplace. Quantum applications provide unique opportunities to tackle long-standing optimization challenges that typical computer systems struggle to handle efficiently. The convergence of advanced mathematics and pract