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YipitData, a data intelligence firm serving institutional investors and enterprises, processes millions of transaction records daily from credit card data, web-scraped receipts, and alternative data sources. To scale its merchant tagging and entity resolution workflows beyond what manual regex rules could handle, YipitData embedded Databricks Agent Bricks directly into its production pipelines. In a single quarter the company expanded automated company coverage from 3,000 to 60,000—a 20x increase—while achieving 92–95% tagging accuracy out of the box.