Use the best quality carrots you can find and be sure to remove the inner core, which can add bitterness to the soup.
Don’t skip the baking soda. It allows the carrots to become extra caramelized, as it enhances the maillard reaction.
You can use salted or unsalted butter. If you use unsalted, you may need to add additional salt, to taste.