Everything we publish is grounded in real conversations with operators and rigorous public-data analysis. No frameworks. No theory. Just what is actually happening inside companies right now.
A 16-page technical brief on the architecture, signal families, persona views, and decision engine that make up the Human Capital Operating System.
The framework for measuring AI workforce ROI: signal families, controlled cohort analysis, confidence scoring, and sector benchmarks. Free download. The report is ready. Complete the form below to access the full report.
AI Is the Top Stated Reason for Job Cuts. Stated Is Not Measured.
AI led all stated reasons for US job cuts for five straight months. Challenger's own data shows why a stated reason is not evidence that AI absorbed work.
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
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