Why AI ROI Studies Contradict Each Other, and Which One Your CFO Should Believe
Deloitte says most AI initiatives are meeting ROI expectations. MIT found 95 percent of pilots showed no P&L impact. Same year, same firms, opposite answers.
Research, analysis, and commentary on workforce intelligence, AI adoption, and human capital strategy from the Levos AI team.
Why AI ROI Studies Contradict Each Other, and Which One Your CFO Should Believe
Deloitte says most AI initiatives are meeting ROI expectations. MIT found 95 percent of pilots showed no P&L impact. Same year, same firms, opposite answers.
The AI Proof Gap
78 percent of executives could not pass an independent AI governance audit in 90 days. The problem is not policy. It is numbers no one can stand behind.
Workforce Intelligence vs People Analytics: Why the Category Is Splitting in 2026
People analytics reports what HR already knows. Workforce intelligence measures what work actually shows. Here is why the category is splitting in 2026.
Levos Named Intelligence Layer Category Leader in Elevates.AI 2026 Workforce Comparison
Elevates.AI named Levos the intelligence layer category leader in its 2026 comparison of nine workforce intelligence platforms, evaluated alongside Workday, Lattice, and Visier.
The Manager Bottleneck: AI Doubled the Output. The Review Layer Did Not Move.
AI doubled the rate of reviewable work and the management layer has not moved. Here is why the workforce stack cannot see the bottleneck before it surfaces.
What Is a Human Capital Operating System? The Workforce Intelligence Layer the AI Era Requires
A Human Capital Operating System is the workforce intelligence layer above the HR stack that turns fragmented people data into decisions worth defending.