Research, analysis, and commentary on workforce intelligence, AI adoption, and human capital strategy from the Levos AI team.
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.
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.
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
