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.
September 2, 2026 8 min read
CFO Insights ROI
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The Latest from the Levos team. your tech stack is missing.
Research, analysis, and commentary on workforce intelligence, AI adoption, and human capital strategy from the Levos AI team.
controlled cohort analysis 7 posts
AI Is the Top Stated Reason for Job Cuts. Stated Is Not Measured.
AI led all stated reasons for US job cuts for five straight months. Challenger's own data shows why a stated reason is not evidence that AI absorbed work.
August 13, 2026 7 min read
AI Impact CHRO Insights
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.
July 22, 2026 8 min read
CHRO Insights CFO Insights Future of Work
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.
July 20, 2026 7 min read
CFO Insights Research
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.
June 15, 2026 7 min read
AI Governance CFO Insights AI Strategy
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.
May 28, 2026 7 min read
AI Impact AI Strategy CHRO Insights