Why Your SOC AI Stack Matters More Than Your Model Choice

Local AI can transform SOC operations, but choosing the right model is only half the battle. A production-grade SOC assistant requires robust engineering of the underlying stack—orchestration engines, validation frameworks, and workflow harnesses—to maintain security, auditability, and human oversight. Without this architectural foundation, AI in the SOC becomes an uncontrolled experiment rather than a reliable operational tool.