At Fold, a robust, functional transaction search experience is one of our core pillars. While we still have work to do, we've made significant strides by NLP to enhance our search. We've shared our journey from basic matching to an intent-based search model on our blog, detailing how we're approaching this challenge from an engineering perspective. This post delves into our continuous learning process, challenges, and our future plans to improve our transaction search system.