The Gaps That Created the New Wave of SIEM and AI SOC Vendors

This article critiques current SIEM and AI SOC platforms and outlines a roadmap of capabilities to address market gaps, emphasizing federated data access, dynamic and performance-aware pipelines, integration with modern AI frameworks, hypothesis-driven hunting with closed-loop tuning and environment-adaptive detections, entity-centric risk with business context, and operational improvements including dual NL/SQL interfaces, triage automation, blindspot detection, and near real-time enforcement.