The sudden outbreak and global spread of COVID-19 took the world by surprise. Policy makers started to work side-by-side with theoreticians, as there were and still are many unknowns, especially regarding properties of virus variants, and the subsequent future development of the pandemic. In times of uncertainty, mathematical models have shed light on the evolution of the pandemic to the best of current scientific knowledge.