AI Operational Risk Assessment: A Modern Approach for Risk Managers
AI operational risk is the potential for loss or harm resulting from failures in AI systems, processes, people, or external events related to AI use. It fits within the broader operational risk category but has distinct characteristics that make standard frameworks insufficient on their own. This piece is for risk managers who know those frameworks […]
The Insurance Risk Assessment Process: What AI Changes for Governance Teams
Insurance risk assessment has a well-established process. AI is disrupting it in two directions at once: making risk analytics faster while creating a new category of risk that must be governed. This piece is for the professionals managing both sides of that equation. The standard five-step process isn’t the subject. What AI changes about it […]
How to Build an Effective AI Governance Framework
An AI governance framework is the structured system of policies, processes, roles, and controls that guides how an organization develops, deploys, and oversees AI systems. It connects governance strategy to operational execution: intake workflows, risk assessments, compliance mappings, and audit trails. This piece is for the risk and compliance professional who has a mandate and […]
How to Prepare for an AI Audit in 9 Strategic Steps
Organizations that scramble to prepare for AI audits have the same underlying problem: governance was claimed, not built. This piece is for the compliance and risk professionals who want audit readiness to be a byproduct of their ongoing governance program, not a separate sprint. The structure is here. The documentation requirements are clear. What follows […]
5 Leading AI Governance Frameworks Every Organization Should Know
Most enterprise organizations don’t face one AI governance framework. They face several simultaneously, each with different requirements, different jurisdictions, and different documentation obligations. This piece is for the compliance and risk professionals who need to understand which frameworks apply to their organization and how to govern across all of them without building separate programs for […]