Mining (except Oil and Gas)
How mining (except oil and gas) are reshaped as AGI capability advances.
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The bottom line
Only about 15% of Mining (except Oil and Gas) 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 LENS prior firmly roots this industry in physical production, describing operations like ore extraction, quarrying, crushing, and mechanical beneficiation. The employed occupations, including Material Moving Workers, Hoist and Winch Operators, Millwrights, and Locomotive Engineers, confirm that the core value-producing work is entirely hands-on material handling and heavy equipment operation, anchoring a very low digital scalar.
grounded in the economy graph · digital scalar 0.15 · physical
Business-as-Code
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Mining (except Oil and Gas) 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 Mining (except Oil and Gas) inherits.
Mining (except Oil and Gas) links to 3 entities via `specializes` — a real edge on the economy graph, surfaced here so the claim stays grounded in data rather than assertion.
Mining (except Oil and Gas) links to 77 entities via `suppliesTo` — a real edge on the economy graph, surfaced here so the claim stays grounded in data rather than assertion.
+65 more via suppliesTo
Mining (except Oil and Gas) is itself composed of 12 parts that flow up into it — the sub-units whose work, summed, is what AGI capability re-prices here first.
Autonomous Agents as digital employees
Which of this work becomes digital labor — performed under typed authority, promoted to autonomy on track record.
Mining (except Oil and Gas) employs 163 occupations — the workforce whose routine, information-shaped tasks an autonomous stack can take under typed authority.
+151 more via employs
The problems this exposes
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
- Acquire Mineral Rights
- Bulk Ore Haulage Logistics
- Bulk Ore Transport Logistics
- Commodity Price Volatility Hedging
- Depleting Ore Reserve Replacement
- Finance Site Development
- Heavy Equipment Unplanned Downtime
- Heavy Machinery Unplanned Downtime
- Mine Development Capex Financing
- Mine Site CapEx Planning
+11 more problems on the graph
Where Mining (except Oil and Gas) sits
Browse within Mining (except Oil and Gas)
Related articles
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Recent capability events
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Problems
- Optimize Ore Beneficiationops
- Monitor Tailings Dam Integritycompliance
- Recruit Machinery Operatorstalent
- Procure Commercial Explosivessupply-chain
- Finance Site Developmentcapital
- Prevent Equipment Downtimeops
- Acquire Mineral Rightscompetitive
Opportunities
- Predictive Fleet MaintenanceAgent
- Tailings Risk MonitoringService-as-Software
- Ore Yield OptimizationHeadless SaaS
- Hazardous Material SourcingAgent
- Mineral Rights DiscoveryService-as-Software