Resilience in the context of supply chains has received particular attention over recent years. Companies have been aware of the need to adopt resilience strategies in supply chain management. Therefore, considering resilience factors in the process of assessing and classifying suppliers (ordinal classification or sorting) is relevant. Supplier classification for further selection is a multiple criteria decision problem, which involves several criteria. In this paper, we adopt the ELECTRE TRI-nC method, which allows us to classify the suppliers taking into account multiple criteria and the decision makers’ preferences, including resilience criteria. The method was applied to classify the suppliers of a manufacturing industry from an emerging economy (India). A sorting model was collaboratively constructed through an interaction process between the analysts and the decision makers (industrial managers). The proposed approach contributes to the decision process of selecting suppliers by providing a pre-classification of a set of suppliers into three different categories of overall performance. The results show that the proposed method is suitable and useful as a decision aiding tool for purchasing decisions, allowing managers to obtain robust conclusions.