Companies have spent the last two years buying AI tools. Many have almost nothing to show for it - and the reason usually isn't that the tools don't work.
The pattern keeps surfacing: a business subscribes to a writing assistant, a meeting recorder, an image generator. Employees try them for a week. Without clear guidance on which tasks actually benefit from AI, they default back to familiar workflows. Subscriptions quietly expire.
The friction isn't technical. Modern AI tools are genuinely easy to start. The gap is that "easy to start" doesn't mean "obvious how to integrate." Without someone mapping out where AI fits in a specific workflow - which emails benefit from AI drafts, which meetings need transcripts, which content tasks are worth handing off - most employees don't change anything about how they work day to day.
The companies reporting real productivity gains have typically done one thing: designated someone to do that mapping. Not a blanket mandate to "use AI more," but specific answers to specific workflow questions. Which tasks, which tools, which people, which approvals still need human judgment. That's a change management function, and most businesses aren't staffing it.
Vendors have an obvious interest in selling the idea that subscribing is most of the work. It isn't. Getting your team to actually change how they operate requires someone who knows the workflows and the tools - and no subscription provides that automatically.