I used the natural extract from King Arthur flour. 2 bottles( which I believe are 1 ounce each) per the 5 gallons. I agree that many extracts leave a chemical taste but these did not. I also added 1 vanilla bean to try to round out the flavor. A lot of times that'll work, though not always.