Bud Financial (“Bud”) enriches financial data, identifying the likes of merchant, category, location, and regularity of transactions, to provide actionable insights and readable inputs for LLMs in the financial services industry. Scaling rapidly, Bud has been a trailblazer in its use of AI since 2015. The company has enabled banks and fintechs worldwide to get customer context from their transaction data so they can personalize the banking experience, proactively manage risk and optimize their business operations.