We are increasingly adopting and integrating AI and machine learning technologies (collectively, "AI Technologies") into our business to support analytics, automation, workflows, decision processes, and other client-facing and back-office activities. We expect our reliance on such AI Technologies to continue to grow and current and potential future technological advances in the development and use of AI Technologies may create opportunities for us to provide products and services designed to satisfy client demands. However, if our competitors or other market participants deploy AI technologies more quickly, more effectively, or at lower cost, our competitive position may be adversely affected. Additionally, as AI Technologies continue to improve in the future, we may be required to make significant capital expenditures in order to remain competitive, which may increase our overall expenses. Failure to successfully keep pace with technological change affecting the real estate industry or to maintain current technology and business processes could cause us to lose clients or cause our products and services to be less competitive.
The adoption of AI Technologies within the real estate industry has introduced, and will likely continue to introduce, increased risk of disintermediation, as AI Technologies can provide direct access to information or capabilities that previously required professionals. If AI Technologies enable our clients or partners to replicate elements of our service offerings independently, the demand for our services could decline.
AI Technologies are reliant on the collection and analysis of large amounts of data and complex algorithms. It is possible that the data in such models may contain a degree of inaccuracy and error, potentially to a material degree, and that such data and algorithms could otherwise be inadequate or flawed. As a result, AI Technologies may generate inaccurate, biased, unpredictable, inconsistent or otherwise harmful outputs. Errors or misuse could lead to flawed business decisions, operational disruptions, or client dissatisfaction. These risks are heightened where AI Technologies influence high-impact services such as leasing, capital markets, valuation and advisory. In addition, the use of AI Technologies could be affected by claims of infringement, misappropriation, or other violations of intellectual property, including based on the use of large datasets used to train AI Technologies or the use of output generated by AI Technologies.
Much of our AI capability relies on third-party platforms integrated with our proprietary data, and we may be dependent in part on the manner in which those third parties develop their AI Technologies. We may have limited visibility into how these third-party models are trained, the integrity of their underlying datasets, or the adequacy of embedded controls. Failures or changes in these systems, including errors, unreliable performance, or changes to terms of use, could adversely affect our operations or client services.
Effective internal governance of AI Technologies requires robust data-quality and governance standards, specialized expertise, compliance processes and effective and evolving controls. Our Board of Directors ("Board") has oversight over our AI strategy, governance, and enterprise risk management (including disintermediation risk) as it relates to AI Technologies. Despite these efforts, we cannot fully ensure that our governance measures will keep pace with emerging and rapidly evolving global regulations or technology advancements, and we may be exposed to legal, regulatory, compliance or ethical risks. Any failure in the deployment or governance of AI Technologies could adversely affect our reputation, require costly investment to enhance compliance, or expose us to regulatory inquiries, fines, or penalties. For further information on regulatory obligations relating to AI use and data privacy, see "Failure to comply with current and future cybersecurity, AI governance and data privacy laws and regulations and other confidentiality obligations could damage our reputation and materially harm our results of operations" under "Risks Related to Our Business and Industry" in this Item 1A, "Risk Factors" in this Annual Report.