Many businesses and individuals are increasingly relying on Artificial Intelligence (AI) and Machine Learning (ML) in decision making. However, there are concerns about bias and fairness. Can we truly trust AI systems to make objective decisions? AI systems are only as good as the data they are trained on, and if that data is biased, the results will be too. Let us discuss the implications of AI-driven decision-making and explore potential solutions to mitigate the associated bias.