It depends on the brand. Avoid LD Carlson branded extracts, they are really ooor quality, in my experience. I bought quite a few of them and they were all either unnoticable or awful. Generally for subtle flavour, add 1-2oz, and for something more noticable, add up to 8oz or syrup-type extracts.