QAOA is a variational quantum algorithm for solving combinatorial optimization problems on quantum computers. It works by using a classical optimizer in conjunction with a quantum computer to prepare quantum states that are close to the ground state of a Hamiltonian encoding the problem of interest. As it often requires many circuits to optimize the preparation of these states, Quantinuum's scientists work on both improvements and alternative methods to QAOA in pursuit of a scaling advantage for combinatorial optimization.