We propose a new definition of Koszulity for graded algebras where the degree
zero part has finite global dimension, but is not necessarily semi-simple. The
standard Koszul duality theorems hold in this setting. We give an application
to algebras arising from multiplicity free blocks of the BGG category $\mathcal
O$.