When More Data Is Not Enough: The Context-Sufficiency Frontier in Generative AI Personalization

Excerpt

arXiv:2610.00654v1 Announce Type: cross Abstract: Personalization has long relied on customer data to infer what an individual is likely to value. We call this customer evidence: the customer's historical behavior and preferences. Generative AI extends personalization by allowing providers to supply changing situational information at the moment a response is produced, without encoding every condition in advance. We define this provider-side context as information about what is possible, permitt