Qing Pan
Analyst · JPMorgan
Thank you Peter, and thanks for actually asking a pretty comprehensive question. So, I'll try to take the first question and Zander will supplement on the second one. So, for the first question, especially on the 3 significant measurements, especially for the strategy of optimizing revenue structure. I think a couple of things that investors could track or pay attention to is one is the weight of revenue that's coming from investment-related products. We do believe that both revenue and top line will continue to grow. But at the same time, the structure that comes from investment-related products, given the actually expansion on product shelf and how the recovery of sentiment relating to investing from our clients, we believe that, that's one of the things, obviously, we could track. Secondly, obviously, we want to see a meaningful accumulation on investment-related AUM and AUA as well. Secondly, to your question, I believe our Chairlady, Noah, could also add on is the AI investment. It's not a small optimization or extracurricular activity in terms of AI investments. We're actually looking to innovate the business model on top of the traditional offline or physical RM team, if you will, by actually adding 2 teams. One is the AI RM that will continue to activate the existing client group to activate sort of the nonactive clients or new clients. We believe that AI actually provide a more structural method and a more tailor-made capability to active the new client leads. And secondly, we're actually trying to see if we could -- as Noah actually do have pretty established infrastructure in terms of systematic infrastructure as well as the capability offering various products, we want to see if we could use with the help of AI to consolidate or aggregate some of the EAM services that seems to be pretty mature in overseas market. So basically, in short, we're trying to see if the AI capabilities that we continue to invest in will increase the capability on several fronts. One is obviously client acquisition, new client acquisition; and 2 is to upgrade the business model in the future. So, we have been doing that, especially the design organization structure this year, and we'll have a strategic investment in AI starting from 2026. To your question on the booking center, yes, we will have a little bit of infrastructure construction, obviously, in the U.S. booking center, but we already had presence in the U.S. market for the past few years. So many of the teams are actually already out there. Obviously, we'll be adding some of the mid-back-office capability for the broker-dealer business. But from the budget standpoint, it's actually not going to be a very significant addition in terms of operating expenses, but basically the necessary infrastructure for the year of 2026. Okay. So, Peter, that's the first question.