On this page
Learning objectives
- Model the customer state that justifies a message or task
- Constrain personalization to approved data and actions
- Measure movement and trust rather than send volume
Prerequisites
A documented lifecycle · Consent and data-use rules · A system of record
Answer first
Canonical definition
AI lifecycle marketing uses governed customer state and event data to recommend or execute a bounded next action across acquisition, onboarding, adoption, retention, and expansion.
Operating context
Why it matters
Personalization is useful when it reduces irrelevant work for the customer; more detailed generated copy is not automatically more relevant.
A shared state model keeps sales, service, and marketing from sending contradictory messages.
Method
Step by step
- 01
Define lifecycle states
Use observable criteria for stages such as evaluating, onboarding, activated, at risk, or expansion-ready.
- 02
Set allowed actions
For each state, list approved channels, data fields, frequency, offers, and actions that require human approval.
- 03
Generate from evidence
Pass only the customer facts needed for the action and distinguish retrieved facts from model language.
- 04
Measure transition quality
Track useful replies, completed steps, complaints, opt-outs, and state movement alongside campaign metrics.
Hands-on lab
Create an onboarding decision table
Map one onboarding journey into observable states, allowed interventions, suppression rules, and ownership.
Deliverable
A state-transition table and three human-reviewed message or task templates.
What breaks
Common failure modes
- F1Inferring sensitive attributes that were never collected for this purpose
- F2Sending conflicting messages because state is duplicated across systems
- F3Optimizing opens while customers remain stuck in the workflow
Beyond the demo
Production notes
- Minimize the personal data passed to the model and define retention for prompts and outputs.
- Provide suppression, unsubscribe, and human escalation paths before expanding automation.
Further reading
Sources
Related Tenten resources