Case Study: Fortune 50 Bank achieves 25+ point performance gain and 90+ F1 in news analytics with Snorkel AI (Snorkel Flow)

Fortune 50 Bank - Customer Case Study

Fortune 50 Bank needed an accurate way to tag companies in unstructured news text, link mentions to identifiers like stock tickers, and classify mentions by sentiment and other attributes. The bank partnered with Snorkel AI, using the Snorkel Flow platform, to address these challenges quickly and at scale.

Using Snorkel AI’s Snorkel Flow, the team built an AI-powered news analytics application to monitor target companies’ press coverage in unstructured feeds. The solution delivered a 25+ point performance gain over a legacy black-box vendor and internal heuristics, achieved a +90 F1 score for the application, and was 45x faster than hand-labeling—demonstrating clear, measurable improvement with Snorkel AI.