We summarize the situation of semiconducting polymer dots (Pdots) in the field of classical nanophotonic materials, discuss the development and application progress of functionalized designs based on substrate detection purposes, and the development of diagnosis and treatment integrated nanotechnology platforms for biomedical applications. This review aims to provide new ideas for designing and exploring the next generation of fluorescent probes and integrated nanomedical materials.