The autonomy ladder

From manual to autonomous

Five levels. What each one means, and what it brings your business.

Step by step

What each level brings

A person doing it all at one end, a system running itself at the other.

Broadest — everyone starts hereNarrowest — most routines stop here
  1. 00ManualThe work happens because a person does it, every time.
  2. 01AssistedPeople use AI to do their own work faster. The process is unchanged.Most firms are here
  3. 02ConnectedAI works inside your systems, not beside them. You approve each run.Where hours become a fact
  4. 03DelegatedAgents do the work. People direct and handle exceptions.
  5. 04AutonomousThe system runs itself. People set goals and watch outcomes.Rare
Credited research

Where the ladder comes from

A business translation of published research on AI autonomy — Feng, McDonald and Zhang, 2025, and Morris and colleagues, Google DeepMind, 2023. Both find that more autonomy is not a better system, and that the right level depends on the task.

The deciding question

Who saves the record

Step one

The jump is at level 2

Hover a level to see what changes.

Step two · the sweet spot2–3Where most routines belong — the hours come back and stay back.

The right level, not the top level

Higher is not always better

One routine at a time

A business has no single level. Enquiries at 2, reporting at 1, contracts at 0 is normal.

Autonomous is the exception

It suits a narrow class of work. We say when it does not fit.

Keep what you gain

Systems change, people move on. An owner, a monthly look and a quarterly check hold the ground.

Across the business

Seen from each function

Seven functions, five levels. Pick any square to see what that looks like.

Sales · level 0 Manual

A person answers every enquiry

0 · Manual1 · Assisted2 · Connected3 · Delegated4 · AutonomousSalesCustomer serviceOperationsFinanceMarketingManagementCompliance
Find your level

The next step

Take the assessment. Your report places each routine on the ladder, with the right move for each.