Potentials and caveats of AI in hybrid imaging

•Hybrid images represent dense multi-dimensional datasets.•Novel data-mining approaches, encompassing imaging and non-imaging data are needed for improved clinical management.•AI has the inherent ability to process extensive multiplexed hybrid imaging data.•AI has the potential to solve the existing open challenges in Hybrid imaging.•Established AI algorithms need to be rigorously evaluated before clinical adoption.