AI-powered cyber risk platforms are redefining how insurers assess and manage SME risk—moving from static surveys to real-time, data-driven insights. This session explores how StarRocks enables high-performance analytics across streaming threat data, behavioral patterns, and telemetry to fuel dynamic underwriting decisions. Attendees will learn how StarRocks supports fast, federated queries over multi-source datasets, accelerating AI model training, risk scoring, and compliance reporting. We’ll share real-world use cases where StarRocks powers secure, scalable platforms that reduce policy issuance time and improve risk visibility. This talk is ideal for data engineers and architects building AI-native systems with high-throughput, low-latency analytical workloads.