Beyond the Hype: A CIO's Guide to LLM Risk Management
TechTarget, Tuesday, May 26th, 2026
CIOs must implement comprehensive LLM risk management covering data privacy, security, compliance, and governance as enterprise LLM adoption moves into production.
As large language model adoption moves from experimentation to production environments, CIOs face a portfolio of LLM-related risks including data privacy, information security, intellectual property, and harmful bias.
The article provides a framework for CIOs to evaluate LLM deployments through critical questions about business impact, system capabilities, data handling, and vendor obligations. Effective LLM governance requires establishing clear ownership across the organization (CIO, CISO, CDO, legal, and business owners), implementing security controls for prompt injection and access management, and creating tiered classification systems that distinguish between low-risk content generation and high-risk autonomous AI deployments.
CIOs should also demand robust vendor diligence including audit rights, data residency commitments, and contractual protections for data ownership and breach notification.