Remember not to confuse Alchemist's Stones with Philosopher's Stones. As stated above, the Alchemist's Stone recipe is currently unfound while the Philosopher's Stone recipe (along with Transmute Iron to Gold and Mithril to Truesilver) can be bought in Gadgetzan.