Hot fudge and chocolate are both chocolate-based toppings, but hot fudge is specifically a thick, rich sauce made from chocolate, sugar, butter, and cream, often heated before serving, whereas chocolate can refer to solid chocolate or melted chocolate used in various forms like bars, chips, or baking ingredients.