This chapter discusses specific pitfalls relevant for generative AI projects. These include security and intellectual property related concerns, and concerns related to applications of new technology in large enterprises: effective scaling, cost, and reducing redundant solutions for the same problem. Methods to reduce the impact of each of these pitfalls are provided.