Research, analysis, and commentary on workforce intelligence, AI adoption, and human capital strategy from the Levos AI team.
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.
Counting Agents Is Not a Strategy: How CFOs Should Actually Measure AI Investment
Mid-market CFOs are being asked to justify AI spend. Agent counts do not answer the question. Here is the four-number framework that does, with the math a CFO can put on a board slide.
The 42% Problem: Why Half of AI Initiatives Stall at the ROI Wall
PwC reports 42% of companies are stuck on AI ROI. The problem is not access to AI. The problem is measurement. Here is what breaking through actually requires.
