In 2019, AI (Artificial Intelligence) adoption has now become mainstream with business across various industries, from banking, retails, automotive, and financial services etc. looking to explore AI by building proof of concept to putting AI into work at across their businesses. According to IDC, Worldwide Spending on Artificial Intelligence Systems Will Grow to Nearly $35.8 Billion in 2019, a growth of 44.0% compared to the amount spent in the period 2018. And the figure is expected to become higher in the coming years, with a forecast of world-wide business spending on AI systems development (from chatbots to advanced data analytics and the infrastructure for development) could reach $79.2 billion in 2022. This result in a compound annual growth rate (CAGR) of 38.0% over the 2018-2022 forecast period. Thus, we can safely say that there is steady growing trend in AI adoption in businesses. Together with the advancement of AI, the related risks with Ai development have also increased too. In this article, we examine some of the common factors that businesses should consider before embarking on their AI development projects.