Autocrat Coffee Syrup is the secret ingredient used to create the sweet and delicious concoction known as coffee milk. coffee milk has quite the cult following in New England and beyond. After just one sip, you'll understand the hype. Similar to chocolate milk, coffee milk is easy to make.