The challenge is to devise a strategy for organizing books in some kind of sorted order—alphabetically, for instance—that minimizes how long it takes to place a new book on the shelf.

But now the New York Public Library is partnering with social bookstore startup Zola Books to give readers algorithm-based recommendations, which pull from book data rather than user data.