Today, most network-monitoring approaches rely on traditional packet inspection methods, log files, or event information. Yet there are inherent flaws in each of these methods. Security “blind spots” are growing, the number of false positives are increasing, and costs are escalating. With dynamic entity modeling, one can rapidly identify early stage and hidden indicators of compromise, all while keeping white noise low and security efficacy high.