Sourced artificial intelligence and software context
Models, products, and production services: SAP Procure-to-Pay
The City of San Jose identifies artificial intelligence as a priority growth sector and includes AI training and job-matching programs in its fiscal year 2025 to 2026 economic plan. Convert the operating setting into purchasing organizations, plants, document types, release strategies, source rules, tolerances, and account assignments. Ask how each choice affects the requester, buyer, receiver, and finance team. AI product work can join source data, models, application code, evaluation, user feedback, cost controls, access rules, and production support under separate owners.
Evidence to request: Use a requisition-to-payment case and require organization, approval, sourcing, receipt, invoice, and accounting decisions. Define the user decision, model boundary, source data, evaluation set, deployment path, access control, cost target, failure response, and approving product owner.
Sourced semiconductors and advanced manufacturing context
Engineering, fabrication, and supply controls: SAP Procure-to-Pay
A July 2025 City of San Jose economic-development release names advanced manufacturing and semiconductors among the industries the city plans to attract, retain, and grow. Define connections to Ariba, supplier networks, warehouse tools, tax, banking, and Finance. Require evidence from a purchase order, receipt, invoice, or payment exception that crossed a system boundary. Semiconductor and manufacturing programs may connect product definitions, equipment, process recipes, production schedules, quality results, suppliers, inventory, maintenance, and cost records.
Evidence to request: Review a supplier or invoice interface with matching rules, duplicate control, error recovery, monitoring, and balancing. Set the design or plant boundary, product revision, process control, equipment interface, traceability unit, quality release, supplier handoff, change window, and support owner.
Sourced data centers and energy infrastructure context
Capacity, continuity, and facility operations: SAP Procure-to-Pay
San Jose's July 2026 large energy-use project page distinguishes data centers from research laboratories, advanced manufacturing sites, electric-vehicle charging hubs, and other power-intensive facilities. Set migration, testing, cutover, and stabilization duties. Candidates should cover suppliers, source records, contracts, open orders, receipts, invoices, roles, outputs, and reconciliation. These facilities can combine power, cooling, networks, physical security, capacity, asset maintenance, environmental controls, backup systems, and tenant or workload commitments.
Evidence to request: Ask for a P2P cutover the consultant owned, including open documents, supplier validation, payment controls, exceptions, and acceptance. Name the facility and workload boundary, capacity unit, power and cooling dependencies, availability target, access model, maintenance path, recovery test, and change authority.