Tesla and Amazon are dominating with strategic uses of AI and machine learning technologies. Today many more companies are adopting and implementing fit-for-purpose strategies to grow their business. The Start-up phase is critical to program ROI and overall success. In this talk, AI expert Manny Bernabe, shares some typical start-up pitfalls along with a practical structured approach that helps companies already committed to AI projects improve their chances to succeed.