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.
The AI ROI Gap: What the Companies Getting Value Do Differently
PwC finds 20 percent of companies capture 74 percent of AI's value. The dividing line is not more tools. It is measuring what AI actually changes at work
The Visier Alternative for Teams Measuring What AI Returns at Work
Visier is a strong people analytics platform. When the question becomes what AI returns inside the work, here is where a team outgrows it and what sits above.
The Lattice Alternative for Teams Measuring AI Workforce ROI
Lattice runs the performance cycle well. When the question becomes what AI returns across the workforce, here is where a team outgrows it and what sits above.
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.
