This document proposes a framework for handling point-of-interest (POI) queries in dynamic road networks. It presents algorithms that allow POIs to be queried based on a user-defined cost function, while supporting changes to both the road network and set of POIs. The most flexible variant enables interactive queries on continental networks even when the network and POIs can change frequently.