Sprinkle the gelatin over the surface of the cold water and set aside to soften.
Using a citrus zester, remove the zest from 1 lemon. Chop the zest finely. Extract the juice from both lemons and strain it. Combine the strained juice and the chopped zest; set aside.
Split the vanilla beans lengthwise. Scrape out the seeds