ai
AI Margin Intelligence for Professional Services: Improving Forecast Accuracy Across Delivery Portfolios
Professional services firms often struggle to forecast margin accurately across complex delivery portfolios shaped by utilization shifts, scope changes, subcontractor costs, billing leakage and delayed project signals. This article explains how AI margin intelligence, embedded into AI-powered ERP and delivery operations, can improve forecast accuracy, strengthen executive decision-making and reduce portfolio risk through better data, governance and workflow design.