One aspect that might be missing in the AI agent monetization process is attribution.

Payment is not the most difficult part of AI agent monetization. Attribution might be even more challenging. If an agent recommends a product and guides the user to the landing page, and the user then completes the conversion - whose credit should it go to? The agent? The platform? The merchant? The content source? The final click? The first recommendation? If there is no clear attribution, the merchant may not trust this channel, and the agent may not receive rewards for providing useful recommendations. When an agent summarizes the options before the user clicks, the situation becomes even more difficult. The impact may occur before the click, but the conversion happens afterwards. To make AI agent monetization effective, attribution analysis needs to cover more than just the last touchpoint.