Decision FrameworkDecision layer

CRM Hygiene Before Automation

If your CRM stages and fields are inconsistent, fix CRM hygiene before automations.

By InnovaAI Research

Decision Frame

CRM Hygiene Before Automation

If your CRM stages and fields are inconsistent, fix CRM hygiene before automations.

When is it the right choice?
  • Pipeline stages are defined and used consistently
  • Required fields exist and are enforced
  • Duplicates are controlled
When should you skip it?
  • Stages are arbitrary and frequently changed
  • Sales team refuses data entry standards
  • No ownership exists for CRM rules
2 related failure patterns
crm-toolscontact-managementdeal-tracking