The Big Challenge for AI in Healthcare Comes After Approval

Healthcare AI systems face unexpected changes and performance shifts after regulatory approval, even without developer updates. The challenge extends beyond initial FDA clearance to managing model behavior in clinical settings, raising questions about ongoing validation, safety monitoring, and update protocols for deployed AI diagnostic and clinical tools.