Case Study: Fortune 50 Bank achieves 25+ point performance gain in news analytics with Snorkel AI

Fortune 50 Bank - Customer Case Study

Fortune 50 Bank needed an accurate, scalable way to tag companies in unstructured news text, link mentions to identifiers like stock tickers, and classify sentiment and other attributes. The bank engaged Snorkel AI and used Snorkel Flow to address this news-analytics challenge quickly and without extensive hand-labeling.

Using Snorkel Flow, Snorkel AI helped the team build an AI-powered news analytics application that monitors press coverage and links mentions to identifiers; the solution delivered a >90 F1 score and a 25+ point (≈25%) performance gain over a legacy black-box vendor solution. Development was also dramatically faster—about 45x faster than hand-labeling—delivering measurable accuracy and speed improvements.