While the construction industry has surged and posed many adverse impacts on the environment, the use of green materials is considered as one of the potential solutions to ease environmental burdens. However, the green building material selection process is time-consuming, costly. Thus, our study aimed to support the green building materials users by developing an automatically green building identification approach usingNatural language process (NLP), Deep Learning (DL), Application Programming Interface (API).