Design
The data model decisions.
In an industrial setting, three structures determine whether account insights can be trusted. First, the account hierarchy: how corporate parents, operating companies, sites and ERP ship-to and bill-to numbers roll up, since insights are only as reliable as that structure. Second, the asset as a first-class entity linked to an account, a location, a product revision and service contracts, so telemetry and service history attach to the right unit. Third, how partner-reported transactions are matched to end customers, including rules for reports that arrive with incomplete names or addresses and a process for resolving uncertain matches.
ERPOrders, invoices, shipments and customer account numbers from every ERP instance provide the purchase history that most account-level insights depend on.
IoT platformEquipment telemetry and fault events arrive through the connected products platform, filtered to the signals service and sales teams can act on.
Distributor data exchangePoint-of-sale and inventory reports from channel partners are loaded, standardized and matched to accounts, extending visibility beyond direct sales channels.