AI in HR: Governance, Trust, and the Efficiency Paradox

Alarming data shows 66% hide time savings, 73% fake productivity. Only 23% see widespread AI value. EU AI Act deadline passed, legal cases mount. CHROs must lead with equity, upskilling, and human-in-the-loop. New developments: SHRM's AI Field Manual offers risk categorization and prevalence benchmarks; 138 AI use case archetypes provide ROI justification. Data quality is the weakest link for agentic AI—a quality-first roadmap is critical. A major blind spot: 80% of deskless workers are excluded from AI strategy; phone-first design (A.S. Watson case) proves reach. AI governance frameworks (four pillars) enable innovation.