We believe the proliferation of AI, especially as it relates to our product and solutions offerings, will have a significant impact on customer preferences and market dynamics in our industry, and our ability to effectively compete in this space will be critical to our financial performance. We also believe that the effective use of AI in our internal operations is important to our long-term success. We are working to incorporate AI capabilities into our consumer and commercial products and solutions, as well as across the company in our own internal operations, and our research into and continued development of such technologies remain ongoing. As with many innovations, AI presents risks, challenges, and unintended consequences that could affect its rate and success of adoption, and therefore our business, and there is no guarantee that our use of AI or incorporation of AI capabilities into our products and solutions will benefit our business operations or result in products and solutions that are preferred by our customers. We have invested, and expect to continue to invest, significant resources to build and support our AI products. If our AI products fail to operate as anticipated or as well as competing products or otherwise do not meet customer needs or if we are unable to bring AI-enabled products and solutions to market as effectively, or with the same speed or in the same volumes, as our competitors, we may fail to recoup our investments in AI or improve our financial performance, our competitive position may be harmed, and our business and reputation may be adversely impacted. Moreover, our actions to drive demand to AI products may result in cannibalization of demand for our traditional, non-AI products.
In addition, AI algorithms may be flawed. Datasets may be insufficient or contain biased information. AI models deployed by us or our partners may lead to unexpected or unintended outcomes that could erode trust in our AI products and solutions and potentially cause harm to individuals or society. These deficiencies and other failures of AI systems could subject us to competitive harm, regulatory action, legal liability, including under new proposed legislation regulating AI in jurisdictions such as the U.S. and European Union, new applications of existing data protection, privacy, intellectual property, and other laws, and brand or reputational harm. Additionally, our obligations to comply with the evolving legal and regulatory landscape could entail significant costs or limit our ability to incorporate certain AI capabilities into our products and solutions. Some AI capabilities also present ethical issues, and we may be unsuccessful in identifying or resolving issues before they arise. If we enable or offer AI products or solutions or implement AI capabilities in our internal operations that are controversial because of their impact on human rights, the environment, privacy, employment, or other social, economic, or political issues, we may experience brand or reputational harm or greater employee attrition.