For a good extract, make sure it is actually extract. Vanilla flavor and vanilla extract are not the same thing. Vanilla flavor is made without alcohol. ... If it's labeled “flavor,” it can't contain alcohol. Vanilla extract is stronger and than vanilla flavor.