Most organizations do not need three separate AI governance programs. They need one operating model that uses each framework for a distinct purpose.

MIT research shows that roughly 95% of enterprise generative-AI pilots deliver no measurable revenue or productivity gains. Only about 5% make it into production with clear P&L impact