Artificial intelligence ("AI"), presents new risks and challenges that may affect our business. We have made, and expect to continue to make investments to integrate AI and machine learning technology into our products and solutions. Given the nature of AI technology, we face significant competition from other companies and an evolving regulatory landscape. Our AI efforts may not be successful and our competitors may incorporate AI into their products more successfully than us, which could impair our ability to compete effectively and adversely affect our financial results. The rapid evolution of AI combined with the uncertain and often inconsistent regulatory landscape may require significant additional resources and costs and could in some cases limit our ability to implement AI capabilities in our solutions or to use AI to support business operations. Further, data used to train AI-based systems may lead to harm to our reputation. Despite our implementation of programs designed to support responsible AI use and development, we may not successfully address all issues that may arise. For example, privacy concerns, user consent, supply chain security, transparency and the accuracy, completeness and suitability of data sets are all potential issues that could adversely affect our business, reputation, or financial results.