of enterprise AI pilots deliver no measurable P&L impact.
The model is rarely the problem — the data layer is.
The ERP sits here, the CRM there, machine data elsewhere, and nothing governs the layer between.
Sources: MIT NANDA, State of AI in Business (2025); McKinsey, State of AI (2025)






