Enterprises face myriad of challenges when it comes to development and deployment of Gen AI solutions. The development of new models, algorithms, fine tuning techniques, detecting and resolving bias and how we deploy large solutions at scale continues to evolve at a rapid pace. There is a lack of standardized software tools and technologies to choose from. This talk introduces Open Platform for Enterprise AI (OPEA) and presents a map through the wilds of GenAI.