Artificial intelligence is rapidly transforming how work gets done. From generating content to analyzing data to automating decisions, AI is no longer a future concept—it’s actively embedded in daily workflows across organizations of all sizes. But there’s a growing problem that few are talking about: AI is being deployed into environments that lack the structure required to support it. And without that structure, AI doesn’t scale—it creates noise, confusion, and fragmented e