solutions. Prediction number five is that the development services that AI agencies offer is going to shift significantly away from just pure automations and AI development into primarily based on general software development. So, that might just be full stack development, building internal tools that have no AI at all. And this may seem like, oh, well, like, isn't that getting further away from what the whole point of this thing was? Well, no, not really. Because if you think about what's actually going on here for companies, is that AI is essentially the activation energy needed to say, hey, maybe we need to bring a team in to analyze our workflows and our processes to find where AI can help us and then to help us roll that out. And what happens as an agency, if you guys have run audits and been acting as a transformation partner like we have, you'll see that you go in, they're all like, "Yeah, AI this, AI that. " And you realize that these guys, they don't even know how the business runs. They have the most inefficient, clunky processes and everyone's using them differently. They have a super outdated tech stack and they are just nowhere near ready for AI. And so AI is kind of like the cherry on top and they've tried to go straight for the cherry. But what you as the AI agency do is you're able to essentially lure them in with, hey, AI is going to transform your business. And then after you do the full audit process, you realize that, okay, well, we need to kind of start way over here, way down at the bottom of the pyramid of like, let's just build a couple of these key custom softwares internally that are going to allow you to do XYZ. And then we can add AI features on top of that. Well, there might be small parts of AI in it, but it's not like full AI automation of the whole business initially. And this is actually really good news because general software development that building internal tools like dashboards or task management or like ticketing systems, but the success rate on them is so much higher than a AI development project. And so that's great news for you because it allows you to make a ton of money selling these systems that are not necessarily as risky or difficult to sell. And you can still get to obviously the AI stuff later and charge a lot more for that. But the real key in all of this is that this is only able to happen because AI has reduced the cost of engineering so greatly. Like at Morningside, by far the biggest return we're seeing is on our engineering where by using AI coding tools, we're able to get 5 10x the productivity out of a single developer that you could when we started 3 years ago. And what this basically means is that we are kind of doing the softwarization of a business because it now costs so little to do. So compared to 3, four, 5 years ago, all of these custom internal tools and softwares that were not able to be done because it would have cost 50, 100, 200 grand just to build this basic platform out. Now with AI coding tools, when it's just generic full stack development, it's so much easier and faster to do that we can go in and offer all these different tools, build them out, and then start to use AI to connect them in different ways, add AI features in here and there. But my prediction for 2026 is that we'll see a shift to sort of 80% general software development and 20% AI development for the most successful agencies who are charging the most money. And you might be like, "Oh, that sounds like we're getting further away from the whole point of doing this. " No, at the end of the day, we're trying to transform their businesses with AI. And if that means they have a ton of basic software development needs before you can add the AI on top, then that's just the way it has to be. Now, for