Early on, you''ll get deep on how demand signals currently flow through the business - auditing existing forecast processes across GPU nodes, rack assemblies, networking fabric, and power and cooling equipment, and mapping how commercial pipeline, customer contracts, and AI cluster configurations translate (or fail to translate) into BOM-level demand signals. You''ll sit within Strategic Planning but work in close partnership with Sales, Finance, and Product Engineering, ensuring that commercial pipeline signals, customer contracts, and AI cluster configurations are grounded in real supply chain constraints - component lead times, supplier capacity, and build feasibility - as they''re translated into global demand plans.