A column is not a definition
A field called price may represent a base cost, an agreed customer price or a quantity break. Understanding that meaning comes before choosing where the value goes.
Map to the operator’s model
Product, customer and quotation records should reflect the organisation using them. A source adapter can translate formats while keeping the target model consistent.
Use assistance with checks
AI-assisted analysis can propose relationships and mapping candidates. Reviewed mappings, repeatable validation and reconciliation provide the controlled path into the new system.
