Insights

Ideas that connect AI activity to workforce decisions.

Perspectives on changing work, potential capacity and the decisions leaders face.

Latest perspectives

Insights from the work.

Business Value & Capacity

What leaders should ask before turning employee efficiency into an

Managers & Adoption

Why expectations, human review and work priorities matter after new tools are deployed.

Work & Role Change

Why task-level evidence matters more than adoption rates or job-title