The CFO's Guide to Workforce ROI
Workforce is the largest line on the P&L and the least measured. A CFO's guide to building a defensible workforce ROI number, from cost to demonstrated output.
Research, analysis, and commentary on workforce intelligence, AI adoption, and human capital strategy from the Levos AI team.
The CFO's Guide to Workforce ROI
Workforce is the largest line on the P&L and the least measured. A CFO's guide to building a defensible workforce ROI number, from cost to demonstrated output.
Zero of 150 Leaders Achieved AI Cost Reduction. Here Is Why.
A study of 150 leaders found no organization achieved AI cost reduction. Two-thirds said costs rose. Only 43 percent could say where AI was being used.
AI ROI Benchmarks 2026: What the Headline Numbers Actually Measure
The 2026 AI ROI benchmarks range from 11 to 21 percent. Here is what each number is built from, and why most of them are expectations, not measurements.
The AI ROI Gap: What the Companies Getting Value Do Differently
PwC finds 20 percent of companies capture 74 percent of AI's value. The dividing line is not more tools. It is measuring what AI actually changes at work
AI Layoffs Create Budget Room, Not Return
Gartner finds 80 percent of AI-piloting firms cut staff, yet layoffs track no better ROI. The return comes from amplifying people, if you can measure it.
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.