These examples keep the framework grounded in manufacturer-owned data, workflows, systems, and operational surfaces.
01Owned data
Can AI, dashboards, and portals access order, inventory, pricing, product, customer, invoice, and fulfillment records safely?
02System surface
Are item masters, customer IDs, BOMs, routings, warehouse locations, and status definitions clean enough to trust?
03Workflow control
Are integrations monitored, recoverable, and governed, or are they brittle scripts and manual exports?
04Practical outcome
Should the manufacturer modernize around the current ERP before considering replacement?