By 2028, Cyber Threat Intelligence (CTI) platforms will undergo a significant shift Ransomware Intelligence , driven by the increasing sophistication of cyberattacks . We predict a widespread adoption of machine learning-based CTI features , moving beyond conventional aggregation and assessment to predictive threat detection . The ability to integr