Owl is a claims monitoring platform that automates fraud detection of insurance claims. We combine internal claim data with relevant external data, and then apply machine learning to automate the evidence discovery process for each claim while removing bias from the process. This results in better detection of actual fraudulent, exaggerated, and malingering claims, and faster resolution with the claimant at a much lower cost, therefore helping ensure the integrity of the financial system for all citizens.