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 2 posts

AI Impact AI Strategy CHRO Insights

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 ROI

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

May 19, 2026 12 min read