Systems, methods, and other embodiments associated with defining an adaptive polymorphic object agnostic conversational interaction model are described. In one embodiment, a computer-implemented method includes separating a conversational user input query into component structural entities using a semantic processor; constructing a data query based at least on the component structural entities, metadata describing one or more of the component structural entities, a query paradigm, and a current contextual state; transmitting the data query to a data provider for execution; and presenting the data query results through a user interface.