Our growing use of artificial intelligence (“AI”) (including machine learning) in our offerings presents additional risks. This technology presents a number of risks inherent in its use. AI algorithms or automated processing of data may be flawed and datasets may be insufficient or contain biased information, which can create inaccurate or discriminatory outcomes. AI algorithms may use third-party AI with unclear intellectual property rights or interests. Intellectual property ownership and license rights, including copyright, of generative and other AI output, have not been fully interpreted by courts or regulations. The United States and other countries may consider comprehensive legal compliance frameworks specifically for AI, which is a trend that may increase now that the European Commission has proposed the first such framework. Any failure or perceived failure by us to comply with such requirements could have an adverse impact on our business. AI use or management by us or others, including decisions based on automated processing or profiling, inappropriate or controversial data practices, or insufficient disclosures regarding machine learning and algorithms, have and could impair the acceptance of AI solutions or subject us to lawsuits, regulatory investigations or other harm, such as negative impacts to the value of our intellectual property or our brand. These and other deficiencies could also undermine the decisions, predictions or analysis AI applications produce, or lead to unintentional bias and discrimination, subjecting us to competitive harm, legal liability, and brand or reputational harm. The rapid evolution of AI may require us to allocate additional resources to help implement AI ethically in order to minimize unintended or harmful impacts, and may also require us to make additional investments in the development of proprietary datasets, machine learning models or other systems, which may be costly.