Our ability to attract and retain clients depends on our capacity to develop and support innovative products and services, including through developing or deploying emerging technologies such as artificial intelligence. Some of our products, services and processes leverage AI, including both machine learning and Generative AI, and we continue to make investments in initiatives focused on the further development and deployment of these technologies. However, there is no assurance that our use or development of AI will enhance our products or services or their marketability, improve operating results, or deliver anticipated benefits, and our product development initiatives involving AI may be unsuccessful. While implementation of these technologies offers the potential for innovation and competitive differentiation, it also poses significant risks and uncertainties, especially given its early stage of commercial adoption. The use of AI in our product initiatives and offerings or services, or in our internal business operations, may give rise to risks related to accuracy, bias, discrimination, intellectual property infringement, misappropriation or leakage of proprietary, confidential and personal information, defamation, data privacy, and cybersecurity. Any error, defect, or vulnerability in our AI-powered products or business processes could undermine the quality of our products and services, adversely impact our clients’ businesses, subject us or our clients to regulatory scrutiny, fines or litigation and cause reputational harm. We are exposed to similar risks in connection with the use of AI technology by our third-party vendors and clients.
These technologies are subject to an evolving and fragmented legal and regulatory landscape. The absence of a unified regulatory framework, and the risk of divergent or conflicting regulations across jurisdictions applicable to our business, could increase the complexity and costs of compliance for us and our clients. New or changing legal requirements may limit or restrict our use of AI, impose burdensome obligations, or require us to modify or discontinue certain offerings. Any of these factors, alone or in combination, could adversely affect our business, reputation, or results of operations.