We incorporate artificial intelligence (“AI”) solutions into some of our platforms, offerings, services, and features, and these applications may become more important in our operations over time. Our competitors or other third parties may incorporate AI into their products more quickly or more successfully than us, which could impair our ability to compete effectively and adversely affect our results of operations. Additionally, if our AI applications are based on data, algorithms, or other inputs that are flawed, or if they assist in producing content, analyses, or recommendations that are or are alleged to be deficient, inaccurate, or biased, our business, financial condition, and results of operations may be adversely affected. The use of AI applications has resulted in, and may in the future result in, cybersecurity incidents that implicate the personal data of end users of such applications. Any such cybersecurity incidents related to our use of AI applications could adversely affect our reputation and results of operations. AI also presents emerging ethical issues, and if our use of AI becomes controversial we may experience brand, reputational, or competitive harm, or legal liability. The rapid evolution of AI, including the potential regulation of AI by government or other regulatory agencies, will require significant resources to develop, test, and maintain our platforms, offerings, services, and features in order to implement AI ethically and minimize any unintended, harmful impacts.