Sourced artificial intelligence and software context
Models, products, and production services: SAP Order-to-Cash
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. Translate the operating setting into sales areas, customer records, item categories, schedule lines, pricing conditions, delivery rules, and billing types. Ask the consultant to trace one order through the accounting entry. 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 quote-to-cash scenario and require sales, pricing, availability, fulfillment, billing, credit, 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 Order-to-Cash
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. Set boundaries among Sales, Materials Management, warehouse tools, tax, payment, customer portals, and Finance. Require evidence from an interface or cross-module defect that matches the opening. 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 an order or invoice integration with mapping, sequencing, error handling, replay, and financial reconciliation. 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 Order-to-Cash
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. Define data, testing, cutover, and support ownership. Candidates should cover customers, pricing, open orders, deliveries, billing documents, receivables, 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 an O2C cutover or release the consultant owned, including open transactions, outputs, interfaces, exceptions, and sign-off. Name the facility and workload boundary, capacity unit, power and cooling dependencies, availability target, access model, maintenance path, recovery test, and change authority.