After guiding large-scale transformations, I now focus on evidence-based insights through both my consulting work and our startup, VDF AI, where we build responsible, energy-aware AI systems for organizations. My work explores how AI behaves in real-world environments, how governance and sustainability shape its impact, and how leaders can align structure, decision-making, and technology with clarity and intention.