Leonard Livschitz
Management
Hey, Puneet. Well, it's quite a comprehensive question, so thank you for pointing out the percentage to. We're quite proud that we're still basically at the cradle of AI expansion revolution, so we already captured a substantial percentage of our client base. The projects we have started, some of them actually run from before the AI was defined as a modernization of technologies. We've been knowing of our own investments in machine learning, data science, large models, data formatting, and other features. So now when it kind of becomes more as a part of creating some tangible monetization for the clients, we've seen some trends where we actually participate. First and foremost, generative AI is only a subset of what we do. Since we are focused on large enterprises mostly, the ultimate definition for us, is the enterprise artificial intelligence, which comes with a supply chain of predicted models for the supply and demand, logistic travel, the variances of the forecast, and others. When it comes to the wealth management financial companies, it's basically accelerating the adjustments, which relate to the personal bespoke portfolios. When we talk about medical clients in areas of pharmaceutical life science, those relate to their own models, which help them to accelerate the decision on certain internal critical development, and so on and so forth, not to forget about our beloved consumer world, where most of the work is B2C. So far, I've mentioned B2B mostly. In the B2C world, it's a lot of customer and consumer behaviors, which are scaling to the very large amount of the preparation. We anticipate a significant cost savings associated with those businesses. Now, in terms of our competition, it's absolutely true. I mean, everybody stands up and says, we are the leaders in artificial intelligence. We are taking a more modest approach. We're looking at more and more proven cases of the ROIs, in other words, where the customer financial gains start to become intangible. So, we do quite a few proper concepts, but I think one of the key advantages of to Grid Dynamics, since we started this initiative over seven years ago, some of the proven convertible analytics comes into fruition even as we speak. So, we'll continue to update you if we need a new team, and we look very bullish on expansion in the United States.