With solid experience and expertise in the fintech industry, Lyanna has led fraud prevention initiatives across various financial products and user journeys. With in-depth knowledge and hands-on experiences on leveraging graph data and digital identity, automating procedures with AI and designing structured prevention layers, Lyanna managed to construct a customer-friendly trust and safety environment at the ecosystem level. She also actively promotes industry collaboration to unify fraud prevention efforts, driving a more resilient financial ecosystem.