Helpers--Extraction Workers
How helpers--extraction workers are reshaped as AGI capability advances.
The bottom line
Only about 5% of Helpers--Extraction Workers 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: The work activities and work context heavily dictate pure physical labor, with top activities like Handling and Moving Objects (4.75), Controlling Machines and Processes (4.74), and Operating Vehicles (4.70). Work context attributes strongly reinforce this, with Wear Common Protective Equipment (5.00), Exposed to Hazardous Equipment (4.89), and Outdoors All Weather (4.67). While there are 8 software tools (segment 43) for basic logging, they are outweighed by 21 physical tools (segments 27, 20, 12, 24) such as detonators and forklifts, confirming the value-producing work is overwhelmingly physical.
grounded in the economy graph · digital scalar 0.05 · physical
Business-as-Code
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
The work of Helpers--Extraction Workers engages 41 activities — the executable steps that, decomposed, reveal what becomes Code, what stays Human.
+29 more via engagesIn
Helpers--Extraction Workers involves 41 work activities — the generalized motions beneath the role, each scored against the AI-deliverability frontier.
+29 more via involvesActivity
Autonomous Agents as digital employees
Which of this work becomes digital labor — performed under typed authority, promoted to autonomy on track record.
Helpers--Extraction Workers performs 14 tasks on the graph — the atomic work units that become the job description for a digital employee, promoted to autonomy on track record.
+2 more via performs
Helpers--Extraction Workers is typically employed by 13 company types — the demand side that decides which of this role's tasks get handed to agents, and on what authority.
+1 more via typicallyEmploys
Helpers--Extraction Workers is employed across 21 settings — the places where this role's work is done, and where digital employees first sit beside the humans.
+9 more via employs
Headless SaaS for Agents
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Helpers--Extraction Workers uses 32 tools today. As each gains an agent-consumable surface (API / MCP / SDK), the human UI stops being the only way in — and the work routes straight to an agent.
+20 more via usesTool
Helpers--Extraction Workers relies on 9 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 software Helpers--Extraction Workers reaches for already exposes 12 agent-callable actions (via uses → exposedBy) — typed surfaces an agent invokes directly, no human screen in the loop. The work routes to the API, not the UI.
The problems this exposes
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
Where Helpers--Extraction Workers sits
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Problems
- Drill Site Preparation Delaysops
- Extraction Crew Turnovertalent
- Explosives Handling Violationscompliance
- Material Staging Bottleneckssupply-chain
- Unplanned Machinery Downtimeops
- Worker Compensation Premiumscapital
Opportunities
- Equipment Maintenance AgentAgent
- Staging Logistics EngineHeadless SaaS
- Blast Protocol AuditorService-as-Software
- Site Prep OrchestratorHeadless SaaS
- Safety Mitigation ServiceService-as-Software