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.
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.
The Reshape Problem: BCG Says 55 Percent of US Jobs Are Changing. Your Workforce Stack Cannot See It.
BCG's May 2026 Henderson Institute analysis finds 50 to 55 percent of US jobs will be reshaped by AI in three years. Reshape is operationally harder than replace, and the workforce systems most organizations own cannot see task-level signal. Here is the measurement gap CHROs need to close.
Subtraction Is Not a Strategy: Why AI-Driven Layoffs Are Failing the ROI Test
Gartner's May 2026 data shows roughly 80 percent of organizations deploying autonomous AI have cut workforce, and those cuts are not generating returns. Here is why headcount math without a measurement layer is the most expensive mistake CFOs are making this year.
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
The AI ROI Gap: What Uber's CTO Couldn't Answer
Uber exhausted its full-year 2026 AI budget by April. The cause was not infrastructure or a vendor contract. It was internal adoption no one had modeled. Here is why every enterprise will face the same gap, and what an AI Impact intelligence layer actually has to measure.
