The present Invention provides methods for selecting a petfood providing a satisfying feeding experience upon consumption by pets through the determination of a Happiness Index (HI) for said petfood. Said HI is calculated via a specific analysis of data collected in a pet feeding trial. The present Invention further concerns a method for providing a satisfying feeding experience to a pet, by feeding said pet with a thus selected petfood.