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.
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.
How to measure AI workforce ROI without the vendor self-grading problem
Microsoft cannot grade Microsoft. Here is how to measure AI workforce ROI with controlled cohort analysis and confidence scoring, vendor- neutral, defensible
