From data chaos to attributed revenue.

Four steps. No ongoing IT dependency.

Bring in CRM, channel, and ERP data. Column mapping normalizes your fields automatically.

The engine works through configurable matching passes. Each pass has weights your operations team controls.

High-confidence matches publish automatically. Ambiguous rows are flagged for review.

Attributed revenue flows into role-specific workspaces. Ask questions in plain language.