AI adoption strategy for engineering teams: from shadow AI to structured control
informationTL;DR Engineering teams at most organizations are already using AI, without formal oversight. This creates shadow AI: ungoverned tool usage that accumulates security debt and compliance risk faster than leadership realizes. This article gives CTOs and engineering leaders a three-part framework: adoption diagnosis, knowledge governance, and operational ownership to move from fragmented AI use to…








