The bottom line
Only about 10% of Foundries 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 NAICS lens describes establishments primarily engaged in 'pouring molten metal into molds or dies to form castings,' which is inherently physical manufacturing work. Though child occupations lack known scalars, their names (e.g., Pourers and Casters, Metal; Foundry Mold and Coremakers; Grinding and Polishing Workers, Hand) confirm this industry heavily relies on physical labor, material handling, and operating mechanical equipment, pointing to a strongly physical score.
grounded in the economy graph · digital scalar 0.10 · physical
Business-as-Code
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Foundries 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 Foundries inherits.
Foundries links to 2 entities via `specializes` — a real edge on the economy graph, surfaced here so the claim stays grounded in data rather than assertion.
Foundries is itself composed of 2 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.
Foundries employs 137 occupations — the workforce whose routine, information-shaped tasks an autonomous stack can take under typed authority.
+125 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.
- Casting Defect Rate Reduction
- Casting Defect Remediation
- Complex OEM Contract Bidding
- Foreign Casting Price Competition
- Furnace Energy Cost Control
- Furnace Refractory Lining Replacement
- Harsh Environment Labor Turnover
- Heavy Furnace Capital Financing
- Molten Emission Regulatory Compliance
- OEM Casting Recall Prevention
+4 more problems on the graph
Where Foundries sits
Browse within Foundries
Related articles
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Recent capability events
No capability events for this entity yet.
Problems
- Casting Defect Remediationops
- Furnace Energy Cost Controlops
- Scrap Metal Price Volatilitysupply-chain
- Molten Emission Regulatory Compliancecompliance
- Specialized Metallurgist Hiringtalent
- Complex OEM Contract Biddingdemand-gen
- Heavy Furnace Capital Financingcapital
- OEM Casting Recall Preventionretention
Opportunities
- AI Contract EstimatorAgent
- Melt Energy SchedulerHeadless SaaS
- Casting Defect TriageAgent
- Metallurgy as a ServiceService-as-Software
- Scrap Purchasing EngineHeadless SaaS