The problem with gold is that it is hard to store and ship. So economies of scale make sense: You keep a lot of gold in one big vault and once it changes hands you just cart it from one chamber to another.
This system works great if you trust the people storing the gold. So far, the United States, England and Switzerland have enjoyed that trust and most countries store their gold in London, New York, Zurich and also Paris to some extent.