Enterprise AI Needs Cumulative Context Before It Can Earn Autonomy

Enterprise AI models often fail to deliver reliable business insights because they lack cumulative business context—an understanding of how data definitions, workflows, and decisions interrelate within a company. Despite widespread AI adoption, most organizations are not ready to entrust AI with critical tasks due to this gap in contextual knowledge.