Preheat the oven to 170°C. Grease and line a square cake pan. Process butter and sugar in a processor for 2 minutes until light.
Add 1 teaspoon vanilla. Add egg replacer, flour,and milk, pulsing to combine. Pour into pan and bake for 55-60 minutes until a skewer inserted in center comes out clean.