Earthquakes are known destructive phenomena causing damages on buildings; yet their occurrence cannot be anticipated. Nevertheless, one could ensure that a building is resilient to earthquakes in terms of its seismic capacity. The traditional way of simulation to attain the building performance in various earthquake scenarios is inefficient and time-consuming especially when many structures need to be assessed. Hence, there is a need for an innovative process using a predictive model that could aid engineers in assessing structures faster and more efficiently