How match needs to vendors capabilities are reshaped as AGI capability advances.

Roughly 85% of the work in Match needs to vendors capabilities 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 occupations seeded, the scalar relies on the APQC process name ('Match needs to vendors capabilities') and its industry context (Oil and Gas Extraction). Although the overarching industry is highly physical, this specific procurement and vendor-assessment process is cognitive, information-based knowledge work (evaluating specifications and proposals), securely placing it in the digital band.
grounded in the economy graph · digital scalar 0.85 · digital
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Match needs to vendors capabilities 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 Match needs to vendors capabilities inherits.
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Trigger: A procurement request detailing specific material, equipment, or service requirements is submitted by operational or engineering teams.
Outcome: A verified shortlist of vendors possessing the required technical capabilities, safety records, and capacity is produced for the bidding phase.