Does AI Spending Pay Off? A Cross-Industry Report Finds Returns Lag Outside Big Tech

A cross-industry report found no stable positive correlation between AI spending and margin improvement outside a handful of large tech firms. The reason: spending shows up as cost first, and benefits arrive only after processes are reorganized, so firms buying tools without reorganizing mostly add cost rather than margin. Executives get a sequencing lesson, not a budget ceiling: companies that reworked processes before adopting tools see clearly better returns, so sequence matters more than budget. Map the workflow change first and let the purchase follow.