LLM ads are clearly labeled as ads. But labeling alone is not enough. In conversational interfaces, the boundary between content and persuasion becomes thinner. Users often perceive AI responses as guidance from a trusted assistant, not a traditional advertisement. That means even ethically placed ads must be designed with care, limits, and user first principles.

We believe LLM advertising should enhance decision making not manipulate it.