Organizational Coherence Decides Whether AI Pays Off Or Not At Scale

Despite widespread AI adoption improving individual productivity, only a small fraction of companies see significant enterprise-level financial gains. Experts attribute this gap to structural execution issues and lack of organizational coherence, where independent AI systems fail to align with overall business goals. Effective governance and integration of AI agents are crucial to translating local successes into enterprise-wide impact.