MouseCat enables companies to detect suspicious activity, automate investigations, and act before the money leaves. We work with Fortune 500 companies and startups to deploy real-time models and AI agents that reduce fraud, compliance incidents, and friction for good customers. The company was founded by Nicholas Aldridge; Joseph McAllister.

It is part of YC Winter 2026. It is based in New York City, NY, USA.