The Collaborative International Dictionary of English v.0.48:
Readership \Read"er*ship\, n. The office of reader. --Lyell. [1913 Webster]WordNet (r) 3.0 (2006):
readership n 1: the audience reached by written communications (books or magazines or newspapers etc.)