Petroleum Refineries
How petroleum refineries are reshaped as AGI capability advances.
The bottom line
Only about 15% of Petroleum Refineries 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: Because child product and occupation signals are unseeded, this scalar relies entirely on the NAICS industry lens and description. The core value-producing activities—refining crude petroleum via fractionation, straight distillation, and cracking—are heavy manufacturing processes centered entirely on the physical transformation of matter. Consequently, this industry is solidly placed in the physical band.
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.
Petroleum Refineries 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 Petroleum Refineries inherits.
Petroleum Refineries is itself composed of 172 parts that flow up into it — the sub-units whose work, summed, is what AGI capability re-prices here first.
+160 more via partOf
The problems this exposes
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
Where Petroleum Refineries sits
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Recent capability events
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Problems
- Fractionation Yield Optimizationops
- Unplanned Unit Downtimeops
- Fenceline Emissions Monitoringcompliance
- Crude Feedstock Procurementsupply-chain
- Facility Turnaround Overrunscapital
- Specialized Operator Attritiontalent
- Distillate Margin Hedgingcapital
Opportunities
- Autonomous Board OperatorAgent
- AI Feedstock PurchasingService-as-Software
- Turnaround Logistics EngineHeadless SaaS
- Compliance Reporting AutomationHeadless SaaS
- Dynamic Yield ControllerAgent