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How AI Impacts the Cyber Market and The Future of SIEM

The rise of large‑language models is prompting a fundamental rethink of cyber‑security architectures, especially around Security Information and Event Management (SIEM). After decades of network‑centric prevention, data‑heavy SIEMs, and the EDR‑driven response era, AI has sparked a fifth phase where edge enforcement and centralized analytics converge. Startups branding themselves as AI‑SOC are discovering that true value lies in ingesting raw telemetry, not just alert streams, leading them to collapse back into unified SIEM platforms. This shift also reshapes how security teams organize and operate.