Capital One’s Prem Natarajan Shares How AI Can Enhance Financial Services and Customer Experiences - Ep. 253

What It Covers

Prem Natarajan, Capital One's Chief Scientist and Head of AI, explains how the bank leverages proprietary data, open-source models, and agentic workflows to deliver AI-powered financial services to over 100 million customers.

Key Questions Answered

• •Proprietary AI Advantage: Capital One uses its unique customer data to deeply customize open-weight models for financial tasks, creating differentiated AI capabilities competitors cannot replicate. This data advantage translates directly into superior customer experiences and fraud protection systems.
• •Agentic Workflow Architecture: Multi-agentic systems combine custom specialized models with company-specific business processes, enabling AI to complete tasks like scheduling test drives through the auto finance chat concierge, not just answer questions. Human-in-the-loop oversight creates reinforcement learning flywheels.
• •Responsibility Through Design: Financial services AI requires regulatory compliance and risk management built into the design phase, not added afterward. Capital One prioritizes use cases with high confidence in risk mitigation while exploring benefit potential, using formal evaluation processes before deployment.
• •Infrastructure Foundation: Six to seven years of data infrastructure investment preceded current AI capabilities. Organizations need clean, curated, reliable data platforms and world-class AI talent to handle the fragility of model training and last-mile customization challenges before achieving production results.