You can't put AI into work designed in 2006

AI doesn't map to job descriptions. It maps to decisions, outputs and tasks. Most organisations only hold job-level data: roles, responsibilities and reporting lines. Without task-level data on how work actually breaks down, you can't design human-machine workflows. You bolt AI onto the edges and hope.

The organisations getting value from AI map the flow of work first.