In today’s world, Artificial Intelligence (AI) aids professionals to make critical decisions. Its apparent in the field of medical diagnosis,defense operations and in upcoming fields such as self-driving cars. Given the high impact of these decisions, there is growing need to reveal AI’s decision making process. Organizations such as DARPA have already working on explainable AI (XAI) initatives and many are following their footsteps. AI visibility will enhance your confidence in developed algorithms to provide logical and profitable solutions.