AI explainability requirements

Most enterprise AI governance programs produce policies, not proof. When regulators examine your AI systems, they ask for decision lineage, audit trails, and version control. They find committees and principles. This guide covers the architecture gap between compliance theater and regulatory reality, with a practical 90-day roadmap for building governance that survives examination.