Provided is a process of forming a vanilla extract wherein green vanilla beans are quickly dried to a moisture content of about 10% or less within a 24 hour period and then treated with beta-glucosidase enzyme to convert glucovanillin to vanillin enzymatically, thereby providing a vanilla extract with a good vanillin yield and complex well-balanced vanilla aroma lacking undesirable off-notes.