CRM data cleansing · integration manuals · Korea operations

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Turn fragmented CRM data into revenue-ready systems

This page is the long-form companion to the homepage headline: three concrete lenses operations leaders can walk through with finance and sales enablement in the same room.

Data health assessment

We score duplicate density, ownership drift, and field completeness per object—not a single vanity metric. Heatmaps call out Korean corporate naming collisions separately from global subsidiaries so remediation budgets match actual merge difficulty.

Integration delivery plans

Delivery plans read like runbooks: dependency order, rollback file naming, API budgets, and who owns pager decisions during cutover weekends. Each milestone links back to a service package so procurement can trace scope to line items.

Proof of accuracy

Proof is diff exports, not slogans. We attach before/after row counts, sampling methodology, and explicit residual ambiguity lists your auditors can replay months later without calling a emergency workshop.

Signal flow

CRM sources merge into governed hub then fan out to analytics CRM sources Governed hub merges + lineage Analytics