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Microsoft Security Community Blog
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Crawl, Walk, Run: A Practitioner's Guide to AI Maturity in the SOC

kfriedemann's avatar
kfriedemann
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Mar 27, 2026

Every security operations center is being told to adopt AI. Vendors promise autonomous threat detection, instant incident response, and the end of alert fatigue. The reality is messier. Most SOC teams are still figuring out where AI fits into their existing workflows, and jumping straight to autonomous agents without building foundational trust is a recipe for expensive failure. The Crawl, Walk, Run framework offers a more honest path. It's not a new concept. Cloud migration teams, DevOps organizations, and Zero Trust programs have used it for years. But it maps remarkably well to how security teams should adopt AI. Each phase builds organizational trust, governance maturity, and technical capability that the next phase depends on. Skip a phase and the risk compounds. This guide is written for SOC leaders and practitioners who want a practical, phased approach to AI adoption, not a vendor pitch.

Before You Crawl: Know Your Starting Point Before introducing AI, it helps to have honest answers to a few foundational questions. What are the current mean-time-to-detect and mean-time-to-respond ...
Updated Mar 26, 2026
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