Professional Guild
How professional guild are reshaped as AGI capability advances.
The bottom line
Roughly 70% of the work in Professional Guild is information-shaped — already within reach of AI delivery. The question here is not whether it shifts, but which tasks go first and who staffs the residual.
Why: With no child JobTypes seeded, this composite's scalar is derived from its description and anchored employment data. The workforce is heavily dominated by Labor Relations Specialists (72% share), alongside HR Workers and Arbitrators. While departments like Residuals Processing and Contracts involve heavy digital information work, key roles such as Field Organizer, Chief Negotiator, and Mediator require significant in-person presence and human coordination, landing this guild at the high end of the hybrid band.
grounded in the economy graph · digital scalar 0.70 · hybrid
Business-as-Code
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Decomposed as an executable program, Professional Guild runs 13 core processes — each a candidate for the Code / Generative / Agentic / Human split, with the agentic and code-shaped steps the first to come off human headcount.
+1 more via runs
Professional Guild is organized into 8 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 Professional Guild resolves to 7 concrete tasks. Sorted into Code / Generative / Agentic / Human, this task ledger is exactly where the automation frontier is drawn.
Professional Guild 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 Professional Guild inherits.
Services-as-Software
The outcomes here that AI agents now deliver directly, where revenue scales with compute, not headcount.
Professional Guild uses 6 products to deliver its outcomes — the toolchain whose work an autonomous stack absorbs as the service becomes software.
Autonomous Agents as digital employees
Which of this work becomes digital labor — performed under typed authority, promoted to autonomy on track record.
Professional Guild typically employs 116 occupations — the labor mix whose desk-knowledge share is the most exposed to becoming digital employees first.
+104 more via typicallyEmploys
Professional Guild staffs 8 job types — the roles that, decomposed to tasks, are first in line to run as supervised-then-autonomous digital labor.
Headless SaaS for Agents
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Professional Guild relies on 6 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.
The problems this exposes
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
Where Professional Guild sits
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