AI Security Starts at Square One: Knowing What You Have
Architecture & Governance Magazine, Monday, July 13th, 2026
Organizations need AI Bills of Materials to inventory AI components as the foundation for effective AI security and governance.
AI investment is surging, with 86% of C-suite leaders planning increased spending in 2026, but security practices have not kept pace and a gap persists between confidence in AI governance and actual formal processes.
An AIBOM extends the Software Bill of Materials concept to document the full AI stack, including large language models, training data, and external data sources.
Keeping AIBOMs accurate is difficult in fast-moving development environments, yet it is critical for identifying vulnerabilities as exploitation timelines shrink after public disclosure. Emerging government and industry guidance is likely to make AIBOMs increasingly important.
Organizations that already maintain clear component inventories will be better placed to manage security, compliance, and operational risk.