The presently disclosed subject matter provides a biomimetic particle platform that can be used to simulate natural cells found throughout the body. The particle comprises a polymeric core of defined shape, size, and mechanical properties and a surface comprising naturally derived cell membranes, such as red blood cells or platelets. Together these features enable a level of biomimicry that can be appropriated for various drug delivery applications and cell engineering applications.