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CONCEPT

The Ratchet

The mechanism through which AI adoption actually occurs in organizations — not through strategic decision but through the accumulated residue of individually rational local adaptations that no one tracks, authorizes, or evaluates systemically until the transformation is complete.
The most important organizational decisions are often not decisions at all. They are the accumulated residue of a thousand local adjustments, each too small to warrant executive attention, each individually rational, and collectively transformative in ways no one intended and no one examined until the transformation was complete. AI adoption follows this ratchet pattern with high fidelity. It moves in four stages: sanctioned experimentation, informal adoption, normalization, and dependency. Each stage is individually rational, locally optimal, and systemically unexamined. The ratchet has a critical property: it moves in one direction. Once the organization has transitioned from experimentation to dependency, reversal requires investment no one has budgeted for, that no learning signal supports, and that no performance metric rewards. The ratchet is not merely hard to reverse; in the most practically meaningful sense, it is irreversible.

In The You On AI Field Guide

Stage one is sanctioned experimentation. Management provides AI tools to a subset of the workforce with guidelines,

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