AHIP said any AI framework should rely on high-level, risk-based guardrails, allow flexibility as technology evolves, protect proprietary information and defer to industry standards. The group also cautioned against broad third-party audits or private rights of action, arguing that oversight should be limited to high-risk uses of AI.