The problem nobody talks about
In a decade of CRM implementation work, the most common cause of project failures is bad data architecture. Organisations configure a CRM without first designing the data model underneath it. The result is a system that works technically but does not reflect how the business actually operates.
What good looks like
A well-designed CRM data architecture starts with an entity relationship diagram before a single field is configured. This work takes 2-3 weeks and prevents the majority of problems that derail projects at month four and beyond.
The key decisions
Account hierarchy design, contact deduplication strategy, pipeline stage definitions aligned to real buyer behaviour, and integration field mapping are the four decisions that determine whether a CRM implementation succeeds or becomes a multi-year remediation project.
CRM, data architecture, and Gen AI specialist. Celumai delivers fixed-price CRM implementations for mid-market and enterprise businesses globally.
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