Useful anonymous signals
- Referral source
- Campaign parameters
- Current and previous pages
- New versus returning status
- Quiz or survey answers collected during the visit
Use confidence appropriately
Campaign context can tell you what message someone clicked, but not necessarily everything about the person. Keep personalization proportional to the evidence.
Ask when inference is weak
A short question can be more useful than a complex inference model if the answer genuinely improves routing or recommendations.
Transition to known profiles carefully
When a visitor later identifies themselves, reconcile new information with previous session context rather than creating contradictory experiences.
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