We are happy with Automation Anywhere and the good experience it has provided. Automation Anywhere has successfully allowed us to implement our use cases. We have identified several areas where we could potentially optimize the AI within our automation processes. However, the ultimate decision depends on the cost-effectiveness of automation. While we have a couple of significant use cases that seem well-suited for automation, others involve lower volumes that may not justify the investment. Currently, we're considering Microsoft's automation solutions due to their existing integration with our other Microsoft products. However, we might also explore Automation Anywhere for specific, complementary automation needs. Someone with little automation experience can still create a bot using Automation Anywhere. The learning curve of Automation Anywhere is adequate. The time it takes to train someone to create a bot with Automation Anywhere depends on their existing technical background. For individuals with no prior technical experience, the learning process can take two to three months. However, if someone simply needs to become a casual user of a pre-built bot, a few weeks of training might be enough to get them comfortable navigating its features. Automation Anywhere has significantly reduced our error rates, particularly in areas like allocating payment receipts and collections. Before implementing it, human error was a major issue. Automation Anywhere has effectively addressed this problem. Of course, reducing human involvement is a natural consequence of automation. However, a surprising benefit we've observed over the past two and a half years is that data quality has also improved significantly. Allocations have become much more accurate, which is an incredible advantage. Initially, the existing data was riddled with errors. Consequently, the automation rate was far lower than anticipated. However, as we progressively corrected the database, the automation rate steadily climbed, and error rates began to decline. It took roughly six to eight months to see the benefits. Our organization has a defined AI automation strategy. We recognize its importance and have prioritized its development over the next two to three years. This focus on AI, particularly in customer service, will help us gain a competitive advantage in the marketplace. Automation Anywhere is integrated with our ERP, human portals, supplier portal, and CRM. Automation Anywhere has been instrumental in saving us both time and money. It serves as a core strategy in our efforts to streamline operations and reduce our reliance on manual labor. This has allowed us to handle multiple workloads with increased stability. We are committed to continuing on this path of automation to further optimize our processes.