Why AI Transformation Needs a Human Intelligence Layer
Organizations can measure AI adoption but often cannot determine whether AI is improving the work. This article introduces the Human Intelligence Layer: infrastructure connecting people, evidence, workflows, and outcomes so organizations and AI can continuously learn and transform together.
Why AI-Era Organizational Design Must Look Beyond the Org Chart
Organizations are restructuring teams around what AI can automate, often without understanding how roles actually function. This article explains why effective AI-era organizational design must account for judgment, relationships, workflows, and the interaction between people and intelligent systems.
We’re Asking People to Reinvent Their Roles Without Acknowledging What That Requires
Organizations are asking employees to reinvent their roles around AI while the future of work remains unclear. This article explains why AI adoption is not simply a tooling or training challenge—it is a human alignment and organizational-design problem.