The problem
Most AI initiatives start with a vendor demo instead of an operational fact base. Leadership approves a pilot, the pilot stalls on data quality or staff adoption, and the organization concludes AI doesn't work. The failure was in the sequencing, nobody checked whether that workflow was the right place to start.