Enterprise AI has an intelligence problem solved but a reliability problem ignored. Most AI pilots fail not because the models are incapable, but because organizations haven't built the engineering discipline needed to make AI systems reliable in production. The next competitive advantage won't come from smarter models—it will come from closing the AI Reliability Gap through better reliability engineering, governance, and operational controls.