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AI Is Thriving at Capital One

Eliot Wyatt/Ikon Images If one were making a list of the companies that have most exploited the potential of data, analytics, and artificial intelligence in the 21st century, Capital One would probably be at or near the top. Spun out of the credit card business of Signet Bank in 1994, Capital One was founded on […]

AI Is Thriving at Capital One

Capital One, a leading financial institution, has embraced artificial intelligence (AI) to drive innovation and enhance customer experiences. Founded in 1994, the bank has consistently leveraged data and analytics, positioning itself as a pioneer in the industry.

As of September 2026, Capital One is the eighth-largest bank in the U.S. by assets, offering a wide range of services including credit cards, consumer, and commercial banking. The company's commitment to AI is evident, as it ranks second globally in AI capabilities, trailing only JPMorgan Chase in the Evident AI Index of 2025.

Prem Natarajan, Capital One's executive vice president, chief enterprise AI officer, and chief scientist, and Amy Lenander, executive vice president and chief data officer, shared insights into the bank's AI initiatives. Both emphasized that focusing solely on short-term ROI is unwise when dealing with fast-evolving technologies like AI. Instead, the bank aims to transform the banking and finance industry through AI, with the ultimate goal of providing a satisfying customer experience.

Natarajan highlighted several core AI use cases at Capital One. In customer service, generative AI is employed to help human agents find accurate answers more quickly, reducing stress and improving transaction efficiency. Call summarization, facilitated by agentic AI, enables agents to recall essential information and interpret complex issues, particularly in fraud-related calls, leading to substantial productivity gains and enhanced customer experience.

In fraud prevention and risk management, Capital One utilizes AI in various ways. An intelligent assistant for risk associates, built using open-weight models and advanced analytics, streamlines risk assessments, reduces quality errors by 85%, and saves an estimated 5,000 hours of audit time. The bank's data-centric approach, which includes proprietary data and a unified data ecosystem, provides a significant competitive advantage, enabling Capital One to continue thriving in the era of AI.

Written by urgent.news from MIT Sloan's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.

Read the original at sloanreview.mit.edu →

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