My research is quite a diverse topic and still shaping up. It falls under the wide spectrum of explainable artificial intelligence (XAI) which is artificial intelligence (AI) in which the results of the solution can be understood by humans. The study focuses on the manufacturing industry and aims on finding best practises that offer a level of transparency and accountability to see whether the predictions and outputs generated are fair. Additionally, it further explores the legislative, ethical and user-centred practices that are most suited in manufacturing.