Peptide-based materials exhibit remarkable supramolecular self-assembling behavior, owing to their overwhelming propensity to from hierarchical structures from α-helices and β-sheets. Coupling a peptide sequence to a synthetic polymer chain allows greater control over the final physical properties of the supermolecular material. So-called ‘polymer-peptide conjugates’ can be used to create biocompatible hydrogels which are held together by reversible physical interactions. Potentially, the hydrogels can be loaded with aqueous-based drug molecules, which can be injected into targeted sites in the body if they can exhibit a gel-sol-gel transition under application and removal of a shear force. In this review, we introduce this topic to readers new to the field of polymer-peptide conjugates, discussing common synthetic strategies and their self-assembling behavior. The lack of examples of actual drug delivery applications from polymer-peptide conjugates is highlighted in an attempt to incite progress in this area.