How did people get to know that aged whiskey tasted better?

The way the story goes of aging whiskey in charred barrels is that in Kentucky, distiller Elijah Craig stored his excess whisky in a used barrel. He burnt out the inside of the barrel to clean it and came back the next year to a completely different product.