AI Users Lost 9% of Their Focus Time. Non-Users Held Flat.
Across 443M observed work hours, AI adopters lost 9% of daily focus time while non-adopters held flat. What that comparison supports, and what it does not.
Research, analysis, and commentary on workforce intelligence, AI adoption, and human capital strategy from the Levos.AI team.
AI Users Lost 9% of Their Focus Time. Non-Users Held Flat.
Across 443M observed work hours, AI adopters lost 9% of daily focus time while non-adopters held flat. What that comparison supports, and what it does not.
Manager Support Tracks AI Use in Two New Surveys. Both Measure It by Asking.
Gallup and Jabra both tie AI use to manager support, and both measure it by asking employees. What the two surveys show, what they cannot, and what to measure.
How to Measure AI ROI Across Your Workforce
Most companies measure AI ROI by counting seats. Here is how to measure it across the workforce, by tying demonstrated AI use to work output and cost.
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.
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.
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.
Subtraction Is Not a Strategy: Why AI-Driven Layoffs Are Failing the ROI Test
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