Practical guide
Follow the process step by step
Apply each stage in sequence. Document important assumptions, verify AI-generated information, and keep human approval at critical decision points.
- 1
Map the customer journey
Define audiences, lifecycle stages, channels, messages, decision points, and measurable outcomes.
- 2
Choose automation opportunities
Select repeatable activities such as segmentation, content adaptation, lead nurturing, reporting, and campaign coordination.
- 3
Prepare trusted data
Use accurate, permission-based, documented data with clear ownership and appropriate privacy controls.
- 4
Design campaign workflows
Specify triggers, conditions, messages, timing, channel handoffs, exclusions, approvals, and stop rules.
- 5
Protect customer experience
Prevent excessive contact, inaccurate personalization, conflicting messages, inappropriate targeting, and unreviewed claims.
- 6
Optimize measured outcomes
Track engagement, conversions, revenue, cost, complaints, unsubscribes, attribution, and long-term audience value.