Research, analysis, and commentary on workforce intelligence, AI adoption, and human capital strategy from the Levos AI team.
Vendor AI ROI Claims: How to Read a Commissioned Copilot ROI Study
A vendor-commissioned AI ROI study is a framework, not evidence about your company. How to read one, using the Copilot TEI study's own disclosures box.
82% of Audit Committees Call Their AI Oversight Emerging or Limited
Deloitte and the CAQ report that 75% of audit committees now rank AI governance top three, up from 35%. 82% call their own oversight emerging or limited.
The Culture Amp Alternative for Measuring What AI Changed in the Work
Culture Amp measures how people feel about the work, not the work itself. Where that boundary sits, and when a team actually needs something above it.
84% of Companies Have Not Redesigned Jobs Around AI
Deloitte reports 84% of companies have not redesigned jobs around AI, while most say processes changed. Three objects, three speeds, one blind dashboard.
AI Portfolio Management: Four Practices, and the Fourth One Is Rare
Gartner defines an AI high performer by four operating practices, not by models or budget. Three of them are common. Almost nobody runs the fourth.
AI License Utilization: Why a Seat Count Is Not an Adoption Metric
A license records what finance approved. It cannot detect whether work changed. What the 2026 ITAM data shows, and how to measure AI tool adoption instead.
