AI can provide reliable workforce insights only if the data on which it is based is accurate, well-structured, and up to date. For AI to support absence forecasting, overtime detection, staffing recommendations, or attendance anomaly alerts, companies must first have consistent attendance data, approved workflows, shift rules, and payroll-ready reporting.