During my time at Havas, we transformed the agency from a traditional model into a fully digital one by implementing advanced technologies across all operations in media and marketing. The cornerstone of this transformation was the adoption of AI-driven automation. We automated repetitive tasks such as procurement, campaign management, and customer engagement, reducing manual workloads and increasing efficiency. By leveraging machine learning, we personalised customer interactions and optimised media buys, using real-time data to target audiences more accurately, reduce wastage, and boost ROI.