AI models are everywhere. They make decisions about loan approvals, job applications, medical diagnoses, and benefit eligibility. Yet many organizations deploy these high-stakes systems without a clear framework for managing risk, ensuring fairness, or maintaining accountability.  The result is predictable. Models make biased decisions. Regulators ask questions. Customers lose trust. Compliance teams scramble to explain what happened.  This is why AI governance frameworks matter. They're ...