We look for automation and AI technology to ensure that we can maintain and improve our compliance, especially when we hit certain areas that you know, high influx of cases or things that may be a little bit out of our control. When we think about the challenge on data collection, the first one that comes to my mind. And regarding also what Mike mentioned is the increase on the volume that he mentioned and we will discuss more from different and diverse channels all around the globe of communication. And we know this has been an explosion of social media and multi channels, Omni channels, AI powered platforms are very effective in alleviating the repetitive and the human and the manual intervention and the entire value chain of the PV intake. The system learns and can strategize around building efficiencies in process so that cases can flow very easy and the machine is intelligent enough to skim, scan and screen and pick up those potential ages from a lot of noise, which is a little bit difficult if you put manaual tools. When you launch a I, it's not just a flip of a switch and everything works perfect. The more case that will it pass through, the more it will learn. The more it learns, the better it will be able to predict. We should have a detailed process map and standardization in place as much as possible so that we can automate. This is an opportunity and we should not shy away from that. Making bold decisions. Human is still in control. It is just that the machine is taken the front seat, but it's been guided by humans. There is a kind of, you know, crawl, walk, run approach in implementing any AI solution. But that's the future, right? So you cannot simply say that. OK, I'm gonna just wait for five companies to go live and I'll be the 6th one. While the technology is going to change every day, there isn't any right time to wait and then start. I would say start sooner.