Before revision:   In this paper, we present the problem of model explainability as an interactive and sequential explanatory analysis of a model (IEMA).
After revision:  Surprisingly, the majority of methods developed for Explainable Artificial Intelligence (XAI) focus on a single aspect of the model behaviour. In this paper, we present the problem of model explainability as an interactive and sequential explanatory analysis of a model (IEMA).