Machine Learning for Consumer Prediction and Personalization

Machine learning is vital for forecasting behavior, predicting ad success, and personalizing shopping. LLMs can predict ad preferences before launch. Investing in ML infrastructure to connect consumer signals with inventory and real-time personalization is a major opportunity.