The Credit Card Advisor recommends credit cards tailored to each user’s lifestyle, spending patterns, and rewards preference. This AI agent, powered by an underlying ML model, acts as a Credit Card Upsell/Cross-sell Advisor, providing recommendations for credit card products based on customer data and preferences. It features a card-to-product mapping engine, reward preference extraction, pre-qualification logic, and a comparison interface—working together to deliver personalized, eligible product matches and streamlined user decision-making. Customers need personalized credit card recommendations without sifting through numerous options or understanding complex financial products.