Henry Fernandez29:56
Thank you for that question, Tony. And let me start by saying that we, in the past, hadn't really talked a lot about AI because our style at MSCI is not to talk about intentions but to talk about actions. And real tangible things. So, that's one of the reasons you haven't heard us talk a lot about AI. But since ChatGPT was launched 3 years ago, we've been feverishly looking into it and permeating every aspect of MSCI with AI. And the punchline is AI is a godsend to us. Let me repeat that. AI is a godsend to us. Because what MSCI is is a company that collects large amounts of data, proprietary, unique data. AI is going to help us scale up dramatically, a thousand times more in the next 5-7 years in data sets. Secondly, we then build in proprietary and unique investment and risk models to apply to that proprietary data. You can only imagine how much AI is going to help us do that. And then three, we got to deliver all of that content to our clients in a way that they can consume it any way they want. So, MSCI has never been a workflow software solution vendor. A lot of our proprietary workflow system, like Risk Manager, BarraOne, and all that, they're there to sell the content that we got. And it's almost like a necessary evil, right? So, if we get the world to create every type of access into our content by themselves, we don't have to spend any time on that or any money on that, and that's going to propel us to much higher levels. So, we've been very busy in permeating every part of what we do. So, if you start with the whole employee base, 6 and a quarter thousand people, almost 100% uses AI every single day. I actually made it a year ago a condition of employment that everyone needs to use AI tools every single day, like using a phone, using word processing, or Excel and things like that. So, we're very proud of that. Then we have permeated AI into all of our operations, especially data capture. We have basically saved hundreds of new hires of employees by using AI in private assets, for example, in private capital solutions, in sustainability and climate. For example, this geospatial product that we have is all based on AI and the like. So, that has created incredible efficiency for us, tens of millions of dollars that are just the beginning of what we can do. And then lastly, and most importantly, is that we have used AI to build products. So, a lot of our custom index factory is built by AI-driven methodologies. That is not a human in research as an artisan trying to build an index, and it takes 6 months and all of that. No, we want to do this instantaneously using AI. So, a lot of what we're launching in custom indices is AI-powered. As an example, the geospatial data sets that are being popular now, that we're selling, it's all AI-driven. And of course, a lot of the data that comes out of private assets and sustainability is AI-driven. So, again, we haven't really talked a lot about this, we'd answer questions, but since you asked and there's so much focus on this, we might as well tell you exactly what we're doing. And in terms of products, I think there's somewhere between 15-20 million dollars of products that were sold this year out of 25 new products that are all AI-powered. So, that's where we are. So, this is going to be a godsend to us. Now, I cannot tell you enough that the biggest problem MSCI has is that we got so many opportunities and so little investment money, and we want to keep the profitability of the company the same. So, that's not an easy thing to square. But if we apply AI dramatically and we can lower our operating run-the-business expenses by 5, 10, 15%, all of that money can go into investing into the change in the business. And that will create an incredible upsurge in new product development for us. That's a goal that we have for 2026.