Start with the right problem
A collection of one-off automations becomes difficult to operate. Define ownership, input contracts, and failure handling before expanding the number of workflows.
Create repeatable data and workflow practices that sales and marketing can trust.

A collection of one-off automations becomes difficult to operate. Define ownership, input contracts, and failure handling before expanding the number of workflows.
Standardize identity resolution, enrichment rules, research outputs, and review steps. Keep each play small enough to inspect and reusable enough to support multiple teams.
Track data quality, workflow reliability, accepted outputs, and operational effort. Evaluate whether another person can understand and maintain the system.
Create repeatable data and workflow practices that sales and marketing can trust.
An illustrative path through the work. Adapt the inputs, conditions, and review points to your team.
