Technology

In every enterprise AI conversation this year, one number keeps surfacing. Depending on which analyst report you cite, somewhere between 70% and 85% of enterprise AI projects never make it from pilot to production. The exact figure is less important than the pattern: most AI investments produce a compelling demo, a promising internal test, a case study that gets shown at an all-hands — and then quietly stall before they ever touch a real customer or a real revenue line.

Open any all-hands deck and AI adoption is near 90%. Walk the floor, and almost nothing has changed. Here is why the gap forms—and how to rebuild work around what AI actually makes possible.