A framework has been developed that utilizes the internet of things (iot) and artificial intelligence (ai) to optimize eco-efficiency in product design. The framework is said to incorporate a specific type of recurrent neural network known as BiLSTM. This development appears to be focused on promoting sustainable product design through the use of advanced technologies.