The AI-era headcount planning toolkit

AI is changing which roles get hired, delayed, redesigned, or automated, which turns headcount planning into a workforce design decision. This toolkit gives HR and finance a shared 5-step framework for classifying each role by AI impact, a scenario simulator for modeling the cost of each decision, and a meeting checklist to keep both teams aligned through planning season.