From copilots to intelligent systems

▤ Summary

The article argues that enterprise AI has moved from experimentation to operational management. It says companies now need architecture, governance, permissions, and structured context to turn AI into reliable business software. The piece emphasizes that productivity gains from copilots and chatbots do not equal full operational impact unless organizations redesign workflows and controls. It also highlights that the next wave of value will come from connecting models to internal data, policies, and decision flows. For software vendors, this points to growing demand for AI governance, workflow orchestration, and integration layers.

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