AI maturity is safe delegation capacity.

Not model adoption. Not prompt volume. Not a demo reel.

Definition

A mature organization can delegate bounded work while preserving context, verification, reviewability, and rollback.

What goes wrong

Teams confuse demos with operating models, output volume with progress, and automation with autonomy.

Five levels

Phases are not levels

Phases describe rollout sequence. Levels describe capability state. Late rollout does not imply safe autonomy.

Pilot selection

Good pilots are narrow, reversible, testable, and owned. Bad pilots are ambiguous, politically loaded, or operationally dangerous.

Governance

Specify data boundaries, tool permissions, issue quality, review roles, CI gates, and rollback expectations before increasing autonomy.

First platform work

Make repositories agent-ready before adding complex orchestration: instructions, validation, schemas, issue templates, and PR evidence.

Success metrics

Track reviewability, validation pass rate, rollback quality, unsupported-claim rejection, and task classes safely delegated.

The decision

Increase delegation only when the evidence says the next class of work is safe.