Scaling AI requires trustworthy ERP, CRM, product, and commercial data. High sales AI data quality is a strategic necessity.
Establish authoritative sources
Connect accounts, contacts, orders, quotes, inventory, pricing, and product attributes. Define which system is the source of truth for each data type.
Fix product and account problems
Standardize names, units, categories, brands, compatibility fields, locations, contacts, and ownership. Merge duplicate accounts.
Handle uncertainty honestly
Show when recommendations use limited history. Use confidence indicators, business rules, and manual review for uncertain cases.
Protect sensitive information
Limit customer pricing, margins, contracts, and personal information by role. Define retention, logging, and vendor data-use requirements.
Test real distributor scenarios
Validate major and long-tail accounts, new buyers, substitutions, bundles, regional availability, and seasonal demand. Clean distributor product data makes ERP/CRM integration useful.