The search intent is not always a purchase intent.

Common mistake: In commercial searches, a query with product keywords indicates that the user is ready to make a purchase. However, search intent and purchase intent are not the same. Users may search because they want to learn about the product. They may want to view reviews. They may be comparing different options. They may be looking for support services. They may be confirming if something exists. They may be trying to find the brand page. They may be ready to complete the conversion. These situations are very different. For AI agents, this difference is even more important because the system may decide to recommend a certain discount, ask follow-up questions, summarize the options, or guide the user to a certain tool. If the agent tries to monetize too early, it will seem too aggressive. If it waits too long to monetize, it will miss the real opportunity. If it cannot distinguish, the report will become misleading. I believe that the classification of business intentions will become a core component of agent-driven search.