Technology

Quantitative Risk Assessment Using Monte Carlo Simulations and Convolution Methods in R

Why Probabilistic Risk Modeling Matters for GRC Professionals Picture a risk committee meeting. Someone points at a heat map and says, “Vendor concentration risk is High.” Twenty …

Problem Definition for AI Projects and Use Cases

How to Choose the Right Use Case Before You Waste Time and Budget Most AI projects go wrong before anyone builds a model. They go wrong in the problem statement. The team says they …

Predictive Risk Model That Makes the Fewest Expensive Mistakes

Practical Empirical Risk Minimization for Predictive Risk Models Every predictive risk model makes mistakes. The question that determines whether a model is useful isn’t “Does it …

Practical Post-Market Monitoring for AI Systems

How to Build a Control Program That Catches Problems After Launch Most AI governance programs are strongest before launch and weakest after it. That is backwards. The real risk …

Practical Post-Deployment Maintenance for AI Systems

The Post-How to Keep AI Useful, Safe, and Accountable After Launch Most AI projects spend too much energy getting to deployment and not enough planning what happens next. That is a …

Practical KPI Tracking for AI Projects

How to Use an AI Project KPI and Metrics That Actually Improves Delivery Most AI projects do not fail because the model is weak. They fail because nobody agrees on what success …

Practical ISO 42001 Certification Guidance

Implementation Tips for GRC and AI Professionals Make the AI Policy Operational, Not Decorative Most AI policies fail before they get printed. A paragraph about “responsible AI” …

Practical Implementation Tips for the AI System Lifecycle RACI Matrix

Why a Lifecycle RACI Matrix Matters Most AI governance failures trace back to one root cause: nobody owned the problem at the moment it mattered. A model drifts in production and …

Practical Implementation Tips for Building and Maintaining an AI Compliance Register

Why You Need a Dedicated AI Compliance Register Most organizations track regulatory obligations in a general compliance register or a GRC tool that wasn’t designed for the …

Practical Implementation Tips for an AI Fundamental Rights Taxonomy

Most AI Impact Assessments Ignore Fundamental Rights Here’s the Category Taxonomy to Fix That Last year, I reviewed an AI impact assessment for a financial services firm deploying …