The question.
Campaign work is fragmented across audience tools, creative documents, messaging platforms, and reporting, making iteration slow and attribution unreliable.
The architecture uses event-triggered journeys and bounded creative agents. Brand review, consent, suppression rules, and send limits remain explicit parts of the workflow.
The proposed approach.
- Build segments from consented behavioral events and declared preferences
- Generate channel-specific drafts from approved brand and product context
- Route new creative and audience changes through review
- Measure incremental outcomes with holdouts rather than optimizing open rates alone
Target architecture.
Customer eventsAudience rulesJourney engineCreative agentsReview and deliveryExperiment analysis
The difficult parts.
- Duplicate sends and cross-channel fatigue
- Brand consistency across generated variants
- Attribution noise and changing consent state
How to evaluate it.
- Journey correctness under event replay
- Incremental conversion and unsubscribe effects in controlled tests
- Creative review acceptance and workflow completion time
Planned deliverables.
- A lifecycle journey and audience schema
- A reviewed creative-generation workflow
- An experiment-ready campaign reporting design
Design principles.
Automate the workflow without outsourcing the brand.
Measure whether a message helped, not merely whether it was opened.