What Is AI Governance? Frameworks, Best Practices, and How to Implement It

Zero trust for AI applies “never trust, always verify” to every layer of the AI estate: data, models, agents and infrastructure. Every entity is authenticated, authorized and continuously monitored under least privilege, with verification running at machine speed and every action recorded as immutable evidence.

AI model risk management, or AI-MRM, is the board-level discipline of identifying, measuring, monitoring, and controlling risk across the AI model lifecycle. It extends SR 11-7 principles to generative and agentic AI by adding controls such as drift detection, model tiering, and attestation, helping directors evaluate AI use cases with greater clarity and confidence.

AI data governance is the practice of controlling the data that trains, feeds and results from AI across every cloud. This guide answers what AI data governance is, how it differs from data governance and AI governance, and how a cross-cloud framework and best practices for Microsoft, Google and Salesforce let enterprises deploy AI with confidence.

Backing up an AI model artifact is possible, but the artifact alone is not enough to restore the system it supports. AI model resilience is the ability to detect degradation, return a model to a validated state, and recover the data, configurations, permissions, and dependent applications required for reliable operation.

AI model governance is the set of policies, roles and controls that keep AI and ML models accurate, explainable and compliant across their lifecycle. Maturity models, ethics boards and governance tools turn policy into evidence, so innovation scales without scaling risk.

Just-in-time (JIT) privileged access eliminates persistent admin rights by granting temporary, task-specific permissions that expire automatically. Built on the principle of Zero Standing Access (ZSA), JIT combines automated approval workflows, contextual policy evaluation, multifactor authentication at the point of elevation, and continuous session monitoring to shrink your attack surface, neutralize credential-based threats, and harden cloud resilience against ransomware.