Example system
Marketing reporting engine
Manual exports and conflicting numbers make every reporting cycle a rebuild. Create a repeatable view that helps an owner decide what to investigate next.
Collect agreed metrics → validate data → calculate changes → draft a narrative → review.
People, data and capabilities
- Human decisions
- People own metric definitions, interpretation and resulting actions.
- Data and tools
- Approved source accounts, reporting periods, definitions and a delivery destination.
- Capabilities involved
- Data engineering, automation, AI enablement and marketing engineering.

