How ISO 27001 and ISO 42001 Can Be Built Into AI Development Workflows

Governance gets harder when security and compliance work sits apart from the engineering process, especially for AI systems that raise questions about intended use, model behaviour, and risk ownership. The article argues that ISO/IEC 27001 (information security) and ISO/IEC 42001 (AI management) can help organizations close the gap between technical implementation and governance. It explains that standard security controls alone do not address issues such as sensitive data exposure in model inputs, the need for human review of outputs, or post-deployment monitoring. The piece recommends connecting these management-system activities to existing development lifecycle stages, starting with planning questions about purpose, data, dependencies, and ownership. It also suggests that testing and review should cover both security and AI-specific concerns, with documented results and clearly identified approvers.