Modern scientific exploration requires increasingly powerful computational instruments to resolve complex mathematical issues that span multiple disciplines. The rise of quantum-based approaches has opened new avenues for solving optimisation hurdles that conventional technology methods struggle to manage effectively. This technological evolution i