In our previous capacity, our colleagues advised a UK fintech insurance start-up that was focused on working on the detection of insurance claim fraud using Machine Learning and Natural Language Processing. In this project, we reviewed and rearchitected AI/ML algorithms to work on larger data sets and increase detection efficacy by over 100x.