We are organising the PET Rapid Image Reconstruction Challenge (PETRIC) which will run over the summer 2024. Its primary aim is to stimulate research into the development of fast PET image reconstruction algorithms applicable to real world data. Motivated by the success of the clinical translation of regularised image reconstruction in PET and other modalities, the challenge will focus on a smoothed version of the relative difference prior.