The analysis of Internet Protocol (IP) address data to derive risk signals such as geolocation, proxy or VPN usage, hosting provider classification, and historical association with malicious activity. IP intelligence is a fundamental component of digital fraud prevention, enabling institutions to detect geographic anomalies, automated attacks, and attempts to mask a user’s true location.