A practical framework for understanding the four levels of AI implementation: Task, Workflow, System, and Agent, with human review built into every level.
AI ROI usually comes from fixing expensive friction the business already has. This article shows where to look first and how to compare protected revenue, recovered capacity, avoided cost, and operational value without inflating the math.
