Summary Generative AI has moved fast. Many organizations in the UAE already have chatbots, copilots, or proof-of-concept demos in place. The real challenge starts after that initial success.  Turning generative AI into a reliable, scalable, and governed production capability is where most teams struggle. Models behave differently from traditional ML. Outputs are probabilistic. Costs can spike quickly. And without the right operational setup, […]