Artificial Intelligence (AI) is revolutionizing industries with its capabilities in automating tasks, enhancing decision-making, and providing predictive insights. A clear way to frame the current state of AI is to acknowledge that it’s still a technology. To fully leverage its benefits, whether for business or personal purposes, one must understand and learn to use it effectively and adapt workflows to align with its strengths and weaknesses. Organizations all around the world are transforming their existing systems and building new systems to leverage the power of artificial intelligence, but these advancements to enhance their businesses come with significant security challenges. These security threats pose a challenge to both the service providers (developers) as well as the customers. This paper delves into the security issues within AI that organizations and their users can face with AI systems, categorized under state-of-the-art AI security taxonomies.