It's not exactly like that. What alchemists do is break something down to its material components and rearrange that into something else that's similar in construction and mass. We can't make more than what we have, and changing one element into another is something only a highly skilled alchemist could do. And making gold is against the law in my country, to protect the economy or something.

The Philosopher's Stone... nobody's even sure if it really exists.