Today's computational challenges call for advanced approaches which conventional systems wrestle to address efficiently. Quantum innovations are emerging as powerful movers for resolving complex optimisation problems. The promising applications cover many sectors, from logistics to pharmaceutical research. Financial modelling symbolizes one of the