Why Professional Services Executives Need AI for Resource and Margin Visibility
Professional services leaders cannot protect margin or scale delivery with fragmented views of utilization, project health, staffing risk and revenue leakage. This article explains why AI has become essential for resource and margin visibility, how executives should evaluate architecture and operating models, and what an implementation roadmap looks like for firms that need better forecasting, governance and decision speed.