Adaptive persuasion changes over time, so meaningful consent must cover not only data collection but also how personalization may shape prompts, recommendations, urgency, and choices.
AI recommendations can remove choice overload, but endless personalization can eliminate stopping cues and turn “one more thing for you” into an adaptive form of infinite scroll.
Personalization fairness asks whether different users receive meaningfully different opportunities, prices, encouragement, or difficulty—and whether those differences are justified.
Personalized AI can become stale when it keeps optimizing for preferences that belonged to an earlier version of the user.
Personalized AI needs exploration as well as exploitation: without deliberate novelty, the system can become accurate but increasingly narrow and predictable.