Automation exists all around us. From self-driving cars to smart assistants, we are constantly surrounded by new and innovative AI applications. Through automation, these tools are continuously augmenting our lives by removing many of the repetitive and mundane tasks we encounter on a regular basis, improving our safety and wellbeing at work and in our personal lives. Despite the benefits that these AI applications, there are some cases of this technology not acting as objective and impartial as we would expect and desire of AI tools.