procurement automation

AI in procurement has moved past the pilot stage. Six specific use cases — spend classification automation, contract obligation extraction, supplier risk monitoring, RFP response generation, invoice exception routing, and demand forecasting input — are now in production at mid-market companies, with payback periods ranging from three to eighteen months. This post maps the maturity, realistic cost of ownership, and implementation prerequisites for each.