#ai

Artificial Intelligence plays a key role in improving targeting and the effectiveness of advertising campaigns. AI analyzes large volumes of data on user behavior and preferences, allowing for the creation of personalized advertising messages and budget optimization. For example, machine learning helps automate real-time bidding in advertising auctions or is used to analyze campaign effectiveness, predict outcomes, and detect fraudulent activities.