A major insurance company in Singapore wanted to deploy an automated Fraud Scoring Tool for its travel insurance portfolio. Along with the usual low incident rates in the data for modelling fraud score, interesting challenges like the nature of claims, status of formal police complaint had to be handled. Radix provided a model which with a very high recall and substantial precision which reduced manual investigation by 60%.