Former Amazon Alexa AI head Prem Natarajan joined Capital One as Chief Scientist. He moves from horizontal big tech platforms to the financial vertical to apply foundation models to complex banking data. This shift reflects a broader trend of industry-specific AI deployment. Practitioners should watch how vertical-specific models outperform general-purpose LLMs in regulated sectors.