Should Brokers Disclose Profitable Recommendations?

A seemingly insignificant question at the moment, but it might become important in the future: If an AI agent recommends a product, a tool, or a service, and its developer can earn revenue through click-through rates, registration numbers, or conversion rates - should this partnership be clearly disclosed? I believe the answer is definitely "yes". This is not because all recommendations based on revenue are necessarily bad, but because the undisclosed incentives can subtly change the essence of the answer. Recommendations should serve the user's decision-making. Advertisements serve others' sales goals. And the danger lies in the fact that both are used interchangeably. So, what should the disclosure be like? Label the suggestions directly Explain why there are such suggestions. Describe the evidence used Provide an option for non-commercial ranking Allow users to turn off the recommendation function based on advertisements Make the conflict of interest situation public before the user takes action, rather than after. This is particularly important because the role of agents has shifted from answering questions to guiding consumers to make purchase decisions. If agents are to help clients choose software, services, insurance, travel, payment methods, or suppliers, then trust cannot be hidden in the notes. The process of the incentive mechanism must become part of the interface.