Artificial Intelligence (AI) is behind unforeseen innovations across industries in today’s digitally-driven business ecosystem. From orchestrating smart manufacturing and digital healthcare operations to autonomous banking and infrastructural subtleties within smart cities, AI has become a crucial aspect of human existence. In other words, AI is seamlessly working with humanity to make things easier for them. But, is AI capable of treating humans fair and square? A joint point of view exploring the pressing concern that underlines all AI developments today, the issue of bias in AI algorithms.