Provided is a process of forming a vanilla extract wherein green ripe vanilla beans are exposed to a high drying temperature, extracted with a solvent, and 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.