By 2028, Cyber Threat Intelligence (CTI) solutions will see a crucial change , driven by the rising sophistication of threats. We predict a widespread adoption of machine learning-based CTI features , moving beyond conventional aggregation and assessment to proactive threat detection . The capacity to integrate CTI information from varied feeds —