As participation grows, we will publish aggregate insights here: profile distributions, industry patterns, and what the data reveals about how AI is reshaping knowledge work. Check back as our research progresses.
Profile distributions by industry, role, geography, and organization size. Published when we reach 500 participants per study.
How AI vulnerability profiles relate to adoption patterns and structural friction. The core research question our three studies are designed to answer.
How AI adoption patterns differ between early-career and senior professionals, between large enterprises and startups, and across geographies.
Peer-reviewed publications on AI adoption typology, the coordination tax, and psychometric validation of our assessment instruments.
Be the first to see new research findings. We publish quarterly as the dataset grows.