Beat the olive oil and sugar with the paddle attachment of an electric mixer until well mixed. Add the eggs one at a time, beating after each addition. Stir in the vanilla.
Bake for 13-14 mins or until the cookies are set, golden around the edges, and still pretty soft. They should be a little under-done, the cookies will continue to set as they cool.