How toll millers are reshaped as AGI capability advances.

Only about 20% of Toll Millers is information work today — the rest is physical, and moves slowly. The exposure is concentrated in the back office: the books, the paperwork, the scheduling, the marketing.
Why: With no known digital values available for its child job types (e.g., Process Metallurgist), the score relies entirely on the company type lens and description. Departments like 'Milling & Classification' and 'Plant Maintenance & Reliability' staffed by 'Mill & Crusher Operators' and 'Fixed Plant Mechanics' strongly indicate heavy industrial, hands-on work, placing this firmly in the physical band at 0.20.
grounded in the economy graph · digital scalar 0.20 · physical
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Decomposed as an executable program, Toll Millers runs 1 core process — each a candidate for the Code / Generative / Agentic / Human split, with the agentic and code-shaped steps the first to come off human headcount.
Toll Millers is organized into 10 departments. Read as functions of one executable business, each department is a unit of work whose back-office share is increasingly delivered by earned-autonomy digital labor.
The operating model of Toll Millers resolves to 14 concrete tasks. Sorted into Code / Generative / Agentic / Human, this task ledger is exactly where the automation frontier is drawn.
+2 more via includes
Toll Millers sits inside a larger value-flow — 1 parent structure it composes into. The hierarchy is grounding, not the story: it tells you which aggregate exposure Toll Millers inherits.
The outcomes here that AI agents now deliver directly, where revenue scales with compute, not headcount.
Toll Millers uses 12 products to deliver its outcomes — the toolchain whose work an autonomous stack absorbs as the service becomes software.
Which of this work becomes digital labor — performed under typed authority, promoted to autonomy on track record.
Toll Millers staffs 11 job types — the roles that, decomposed to tasks, are first in line to run as supervised-then-autonomous digital labor.
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Toll Millers relies on 12 products. The headless dimension of each — whether an agent can call it without a screen — is what decides how much of this work goes hands-free.
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
+6 more problems on the graph
No articles yet for this entity.
No capability events for this entity yet.