Definition
What Is an AI Organization?
A firm redesigned so agents execute structured work, humans govern judgment, and knowledge lives in systems.
Core concept
Hidden Human Glue
The informal knowledge and relationships that keep firms working when formal systems are incomplete.
Core concept
Process Debt
The accumulated operational ambiguity that prevents organizations from using AI at depth.
Core concept
Legibility
The property that lets agents execute work and humans govern it without relying on hidden context.
Core concept
The Compounding Organization
An organization that improves at the rate it operates by capturing learning from work.
Core concept
AI Theater
Tool adoption and pilots without the operating model changes that create real advantage.
Core concept
The Human Premium
The rising value of judgment, trust, accountability, and taste as agents handle structured work.
Core concept
Human Intervention Rate
A metric for how often human judgment must enter an agent-handled workflow.
Core concept
The Apprenticeship Problem
How firms develop human judgment when agents perform the work that once trained people.
Core concept
The Manager's New Role
Managers become designers and governors of systems through which agent and human work flows.
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