How Ramp Fixes Merchant Matches with AI
Jun 16, 2025Chami Lamelas, Anton Biryukov <https://www.linkedin.com/in/chami-lamelas-b03306195/>

Summary
This post details how Ramp improved merchant matching accuracy by leveraging AI, specifically focusing on fixing incorrect matches. It describes the technical approach to identify and correct misclassified merchants, likely involving model retraining or fine-tuning, and potentially new data pipelines for error correction. This builds upon the existing industry classification system by addressing a specific failure mode (incorrect matches) and enhancing the system's practical application.