bots

Real-time fraud defense is a streaming decision problem. Modern SaaS platforms unify data capture (device, network, behavior), a governed feature store, rules + ML scoring with sub-100 ms latency, graph context for rings/mules, and closed-loop feedback from chargebacks, disputes, and manual review. The winning approach is hybrid: event-driven pipelines, explainable decisions with reason codes, and … Read more