We currently incorporate, and expect to continue to incorporate, AI solutions into our products and operations, and these uses may become more important in our operations over time. Our competitors or other third parties may incorporate AI into their products and operations more quickly or more successfully than us, which could impair our ability to compete effectively. Additionally, if the content, analyses, or recommendations that AI applications assist in producing are or are alleged to be deficient, inaccurate or biased, any of which may not be easily detectable, our business may be adversely affected. AI algorithms may use third-party information with unclear intellectual property rights or interests. If we do not have sufficient rights to use the data or other material or content that the AI solutions utilize or generate, we may incur liability through the violation of applicable laws and regulations, third-party intellectual property, privacy or other rights, or contracts to which we are a party. In addition, intellectual property ownership rights, including copyright, of generative and other AI output, have not been fully interpreted by courts or regulations. The use of AI applications may also result in cyber-attacks or other security incidents or a failure to protect confidential information (e.g., propriety, third-party, employee or client information). Laws and regulations applicable to AI, including intellectual property, data privacy and security, consumer protection, competition, and equal opportunity laws, continue to develop and may be inconsistent from jurisdiction to jurisdiction. Because AI technology itself is highly complex and rapidly developing, it is not possible to predict all of the legal, operational or technological risks that may arise relating to the use of AI. Any of these issues could materially adversely affect our business, financial condition or results of operations.